Stock_Analysis_v1.ipynb

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    "colab": {
      "name": "Stock_Analysis_v1.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyPW+HZ5I9fEZdTBnVTFw3rx"
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      "name": "python3",
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      "name": "python"
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  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "NYkjyLchCEBj"
      },
      "source": [
        "from pandas_datareader import data\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import datetime\n",
        "import fix_yahoo_finance as yf\n",
        "yf.pdr_override() \n",
        "\n",
        "%matplotlib inline"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ueN85dhPEoH0"
      },
      "source": [
        "start = datetime.datetime.now() - datetime.timedelta(days = 365 * 5)\n",
        "end = datetime.datetime.now()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E0g98Oj_E_ym",
        "outputId": "cd3be6f0-4bc0-488b-8a4e-146668eacaf3"
      },
      "source": [
        "# Bank of America\n",
        "BAC = data.get_data_yahoo(\"BAC\", start, end)\n",
        "\n",
        "# Citigroup\n",
        "C = data.get_data_yahoo(\"C\", start, end)\n",
        "\n",
        "# Goldman Sachs\n",
        "GS = data.get_data_yahoo(\"GS\", start, end)\n",
        "\n",
        "# JP Morgam\n",
        "JPM = data.get_data_yahoo(\"JPM\", start, end)\n",
        "\n",
        "# Morgan Stanley\n",
        "MS = data.get_data_yahoo(\"MS\", start, end)\n",
        "\n",
        "# Wells Fargo\n",
        "WFC = data.get_data_yahoo(\"WFC\", start, end)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[*********************100%***********************]  1 of 1 downloaded\n",
            "[*********************100%***********************]  1 of 1 downloaded\n",
            "[*********************100%***********************]  1 of 1 downloaded\n",
            "[*********************100%***********************]  1 of 1 downloaded\n",
            "[*********************100%***********************]  1 of 1 downloaded\n",
            "[*********************100%***********************]  1 of 1 downloaded\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ct4YfID_GZ__"
      },
      "source": [
        "tickers  = ['BAC', 'C', 'GS', 'JPM', 'MS', 'WFC']"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zmjhaJ5RGmIO"
      },
      "source": [
        "bank_stocks = pd.concat([BAC, C, GS, JPM, MS, WFC], axis = 1, keys = tickers)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M9L9Sf1gHAYK"
      },
      "source": [
        "bank_stocks.columns.names = ['Bank Ticker', 'Stock Info']"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
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        },
        "id": "zfBvJgUvHju7",
        "outputId": "ae08fde3-4b0f-4b20-a7ea-689976f4db7a"
      },
      "source": [
        "bank_stocks.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th>Bank Ticker</th>\n",
              "      <th colspan=\"6\" halign=\"left\">BAC</th>\n",
              "      <th colspan=\"6\" halign=\"left\">C</th>\n",
              "      <th colspan=\"6\" halign=\"left\">GS</th>\n",
              "      <th colspan=\"6\" halign=\"left\">JPM</th>\n",
              "      <th colspan=\"6\" halign=\"left\">MS</th>\n",
              "      <th colspan=\"6\" halign=\"left\">WFC</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Stock Info</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-06-17</th>\n",
              "      <td>13.38</td>\n",
              "      <td>13.53</td>\n",
              "      <td>13.28</td>\n",
              "      <td>13.40</td>\n",
              "      <td>12.120484</td>\n",
              "      <td>89022300</td>\n",
              "      <td>42.439999</td>\n",
              "      <td>42.939999</td>\n",
              "      <td>42.150002</td>\n",
              "      <td>42.480000</td>\n",
              "      <td>37.440453</td>\n",
              "      <td>25113400</td>\n",
              "      <td>146.630005</td>\n",
              "      <td>148.229996</td>\n",
              "      <td>145.460007</td>\n",
              "      <td>145.639999</td>\n",
              "      <td>133.813080</td>\n",
              "      <td>4296500</td>\n",
              "      <td>62.299999</td>\n",
              "      <td>62.709999</td>\n",
              "      <td>61.930000</td>\n",
              "      <td>62.279999</td>\n",
              "      <td>54.161259</td>\n",
              "      <td>15751500</td>\n",
              "      <td>25.100000</td>\n",
              "      <td>25.490000</td>\n",
              "      <td>25.049999</td>\n",
              "      <td>25.309999</td>\n",
              "      <td>22.410744</td>\n",
              "      <td>19295900</td>\n",
              "      <td>46.849998</td>\n",
              "      <td>47.000000</td>\n",
              "      <td>46.520000</td>\n",
              "      <td>46.599998</td>\n",
              "      <td>39.822365</td>\n",
              "      <td>25661300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-20</th>\n",
              "      <td>13.74</td>\n",
              "      <td>13.85</td>\n",
              "      <td>13.51</td>\n",
              "      <td>13.54</td>\n",
              "      <td>12.247116</td>\n",
              "      <td>89874000</td>\n",
              "      <td>43.459999</td>\n",
              "      <td>44.049999</td>\n",
              "      <td>42.779999</td>\n",
              "      <td>42.799999</td>\n",
              "      <td>37.722488</td>\n",
              "      <td>20244000</td>\n",
              "      <td>148.500000</td>\n",
              "      <td>150.500000</td>\n",
              "      <td>147.580002</td>\n",
              "      <td>147.750000</td>\n",
              "      <td>135.751709</td>\n",
              "      <td>3338900</td>\n",
              "      <td>63.450001</td>\n",
              "      <td>63.849998</td>\n",
              "      <td>62.340000</td>\n",
              "      <td>62.369999</td>\n",
              "      <td>54.239525</td>\n",
              "      <td>12213200</td>\n",
              "      <td>25.879999</td>\n",
              "      <td>26.299999</td>\n",
              "      <td>25.850000</td>\n",
              "      <td>25.900000</td>\n",
              "      <td>22.933157</td>\n",
              "      <td>17426400</td>\n",
              "      <td>47.490002</td>\n",
              "      <td>47.900002</td>\n",
              "      <td>46.919998</td>\n",
              "      <td>46.930000</td>\n",
              "      <td>40.104355</td>\n",
              "      <td>19490100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-21</th>\n",
              "      <td>13.62</td>\n",
              "      <td>13.65</td>\n",
              "      <td>13.45</td>\n",
              "      <td>13.62</td>\n",
              "      <td>12.319476</td>\n",
              "      <td>73810800</td>\n",
              "      <td>43.169998</td>\n",
              "      <td>43.209999</td>\n",
              "      <td>42.470001</td>\n",
              "      <td>42.919998</td>\n",
              "      <td>37.828247</td>\n",
              "      <td>14714900</td>\n",
              "      <td>148.500000</td>\n",
              "      <td>148.830002</td>\n",
              "      <td>147.119995</td>\n",
              "      <td>148.350006</td>\n",
              "      <td>136.303009</td>\n",
              "      <td>2424600</td>\n",
              "      <td>62.730000</td>\n",
              "      <td>63.000000</td>\n",
              "      <td>62.139999</td>\n",
              "      <td>62.950001</td>\n",
              "      <td>54.743916</td>\n",
              "      <td>11611600</td>\n",
              "      <td>26.059999</td>\n",
              "      <td>26.299999</td>\n",
              "      <td>25.799999</td>\n",
              "      <td>26.200001</td>\n",
              "      <td>23.198797</td>\n",
              "      <td>12357100</td>\n",
              "      <td>47.290001</td>\n",
              "      <td>47.340000</td>\n",
              "      <td>46.770000</td>\n",
              "      <td>47.230000</td>\n",
              "      <td>40.360729</td>\n",
              "      <td>11731600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-22</th>\n",
              "      <td>13.60</td>\n",
              "      <td>13.78</td>\n",
              "      <td>13.59</td>\n",
              "      <td>13.61</td>\n",
              "      <td>12.310431</td>\n",
              "      <td>77980500</td>\n",
              "      <td>42.869999</td>\n",
              "      <td>43.430000</td>\n",
              "      <td>42.639999</td>\n",
              "      <td>42.680000</td>\n",
              "      <td>37.616726</td>\n",
              "      <td>18087600</td>\n",
              "      <td>148.009995</td>\n",
              "      <td>150.119995</td>\n",
              "      <td>147.990005</td>\n",
              "      <td>148.139999</td>\n",
              "      <td>136.110031</td>\n",
              "      <td>2487600</td>\n",
              "      <td>62.950001</td>\n",
              "      <td>63.709999</td>\n",
              "      <td>62.680000</td>\n",
              "      <td>62.709999</td>\n",
              "      <td>54.535202</td>\n",
              "      <td>12643500</td>\n",
              "      <td>26.230000</td>\n",
              "      <td>26.680000</td>\n",
              "      <td>26.139999</td>\n",
              "      <td>26.389999</td>\n",
              "      <td>23.367031</td>\n",
              "      <td>14542900</td>\n",
              "      <td>47.150002</td>\n",
              "      <td>47.580002</td>\n",
              "      <td>46.930000</td>\n",
              "      <td>46.970001</td>\n",
              "      <td>40.138554</td>\n",
              "      <td>17072100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-23</th>\n",
              "      <td>13.84</td>\n",
              "      <td>14.05</td>\n",
              "      <td>13.82</td>\n",
              "      <td>14.04</td>\n",
              "      <td>12.699373</td>\n",
              "      <td>82494600</td>\n",
              "      <td>43.509998</td>\n",
              "      <td>44.500000</td>\n",
              "      <td>43.470001</td>\n",
              "      <td>44.459999</td>\n",
              "      <td>39.185551</td>\n",
              "      <td>25703000</td>\n",
              "      <td>150.559998</td>\n",
              "      <td>152.800003</td>\n",
              "      <td>150.139999</td>\n",
              "      <td>152.660004</td>\n",
              "      <td>140.263000</td>\n",
              "      <td>2940500</td>\n",
              "      <td>63.700001</td>\n",
              "      <td>64.150002</td>\n",
              "      <td>63.529999</td>\n",
              "      <td>64.050003</td>\n",
              "      <td>55.700531</td>\n",
              "      <td>16583600</td>\n",
              "      <td>26.930000</td>\n",
              "      <td>27.290001</td>\n",
              "      <td>26.799999</td>\n",
              "      <td>27.290001</td>\n",
              "      <td>24.163939</td>\n",
              "      <td>18027200</td>\n",
              "      <td>47.639999</td>\n",
              "      <td>47.910000</td>\n",
              "      <td>47.389999</td>\n",
              "      <td>47.910000</td>\n",
              "      <td>40.941830</td>\n",
              "      <td>16270000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "Bank Ticker    BAC                ...        WFC                     \n",
              "Stock Info    Open   High    Low  ...      Close  Adj Close    Volume\n",
              "Date                              ...                                \n",
              "2016-06-17   13.38  13.53  13.28  ...  46.599998  39.822365  25661300\n",
              "2016-06-20   13.74  13.85  13.51  ...  46.930000  40.104355  19490100\n",
              "2016-06-21   13.62  13.65  13.45  ...  47.230000  40.360729  11731600\n",
              "2016-06-22   13.60  13.78  13.59  ...  46.970001  40.138554  17072100\n",
              "2016-06-23   13.84  14.05  13.82  ...  47.910000  40.941830  16270000\n",
              "\n",
              "[5 rows x 36 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5TxQak9VHmaT",
        "outputId": "317bf14b-b2e6-4394-9515-5fe62deb42ae"
      },
      "source": [
        "bank_stocks.xs(key='Close', axis = 1, level='Stock Info').max()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Bank Ticker\n",
              "BAC     43.270000\n",
              "C       81.910004\n",
              "GS     391.450012\n",
              "JPM    166.440002\n",
              "MS      93.959999\n",
              "WFC     65.930000\n",
              "dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1f0EU2I6H8iJ"
      },
      "source": [
        "returns = pd.DataFrame()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 235
        },
        "id": "KQVdeMpnIKpn",
        "outputId": "171bd771-758f-4079-a5f1-dc1cf3629b3c"
      },
      "source": [
        "for ticker in tickers:\n",
        "  returns[ticker + ' Return'] = bank_stocks[ticker]['Close'].pct_change()\n",
        "returns.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>BAC Return</th>\n",
              "      <th>C Return</th>\n",
              "      <th>GS Return</th>\n",
              "      <th>JPM Return</th>\n",
              "      <th>MS Return</th>\n",
              "      <th>WFC Return</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-06-17</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-20</th>\n",
              "      <td>0.010448</td>\n",
              "      <td>0.007533</td>\n",
              "      <td>0.014488</td>\n",
              "      <td>0.001445</td>\n",
              "      <td>0.023311</td>\n",
              "      <td>0.007082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-21</th>\n",
              "      <td>0.005908</td>\n",
              "      <td>0.002804</td>\n",
              "      <td>0.004061</td>\n",
              "      <td>0.009299</td>\n",
              "      <td>0.011583</td>\n",
              "      <td>0.006392</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-22</th>\n",
              "      <td>-0.000734</td>\n",
              "      <td>-0.005592</td>\n",
              "      <td>-0.001416</td>\n",
              "      <td>-0.003813</td>\n",
              "      <td>0.007252</td>\n",
              "      <td>-0.005505</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-23</th>\n",
              "      <td>0.031594</td>\n",
              "      <td>0.041706</td>\n",
              "      <td>0.030512</td>\n",
              "      <td>0.021368</td>\n",
              "      <td>0.034104</td>\n",
              "      <td>0.020013</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            BAC Return  C Return  GS Return  JPM Return  MS Return  WFC Return\n",
              "Date                                                                          \n",
              "2016-06-17         NaN       NaN        NaN         NaN        NaN         NaN\n",
              "2016-06-20    0.010448  0.007533   0.014488    0.001445   0.023311    0.007082\n",
              "2016-06-21    0.005908  0.002804   0.004061    0.009299   0.011583    0.006392\n",
              "2016-06-22   -0.000734 -0.005592  -0.001416   -0.003813   0.007252   -0.005505\n",
              "2016-06-23    0.031594  0.041706   0.030512    0.021368   0.034104    0.020013"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "iJD6jDOzIkad",
        "outputId": "887dc348-a8ef-481e-fd96-389a368c1bab"
      },
      "source": [
        "import seaborn as sns\n",
        "\n",
        "sns.pairplot(returns[1:])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f0bf5d99890>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+1V99cUlVE7e8uK3H+PPeBRPIS4k1rwfPvb/77/usrIaXPtvfa4wHo1D7UbdyKKW+CdwFZHS9XgFaa5110lolhBD0rQiWJ8Pr3RH3JcPrvZQ+Oabn77VYFDarCvgh0PN7Ow1YtaGQf/xoliwLHUL6WuDUMDSVDa1cP8t9i/UszQw0ePaMJzyzLuuWnuk3/rWWmeqhrL/7xT0VDVw/K4uocKvfuLR2m/Zy2Cx8Y2QC8yfOkkKXos8CxXFCZDhT0xMY/aNZlFU3EeOwYbMqmto6SUuOJNphZfWG3u/V3X9mpwE3Pfc5Y5bPkm1Hot/0V1/cPcHh2arU3NZBWU2zWWC4srGVx98r9hvfSvUe48Eo1H4sKyaeAFYCM4HpQH7Xf8UgprWmurqa6upqtJZssQie4y0S2ZcMr7+j7ryX0ntmo72PwCuubCQp2v8yN8+HwNvnj+OlLeW42g0qG2WmeqjpLXY7Ogy27qth/RcH2Lqvlo4Ow1we/90nP/FZmpkS68CqCBhrHoFmDpfPyeH1bftlpnoIO9GZL89xta98vp8LV7/HDX/ZwuPvFRPtsJGRGOHzWofNwpgRMT1+1/TMBPM6kGKDoi+6x3FGYgRrr86not5FSVUTI4dF8q3cJCoaWrli7Udc+ceP+fffvsfhhna/caq1O/m7Ym5Ojz7Tc++WVWaiPx1rX3y0PtJ7m4X3VqUb/rKFC1e/x5u7KshMjGR6RgIPXjbR75ggNzma62dlUdnYGrAPHuhC7epoHzqVUh9rrb9xUlsxQPLz83VBQUGwmxEyqqurWfTI34mIS6KzrYWWhhqiEk/DagvjkYuzWfHsFgCe/v5cEhISgtzaU85xX7kSn/3HM6t3LBlef4WI1l6dz9JnCnpkmB//bj6ffFWNocGqID8zjurGDm55aZv53tvnj6PJ1U5aQiR/eLeIbfvrcdgsvBF6sy7HFaMSn/2jo8Pgi6/rKKtpxqIUa/93L3sONXLfJeOZnBbH/DXv94i7pbOzGJcSQ3NbJ7e+vL3HEYwH6lzma99Y7p6R9qz2cdqttHcaJESGn2oz1dKH9rPj6Re9dXQYbC6tpr3TYOkzn/aIz5VXTO5RbHX9Fwc4e0wSU06PIyMx0ud3hfIx0MdB4jMIDEPz1eEmSqubiA4Po6qpjR+vOxJHa66awvDIcBb98aMecfq770zlB/+zxe8RtmuumkJSVDhv7z5EpwEvbXGvVAvRe/exkPgMYUfri/0dwXzvgglE2C3YrRaa2zp9irYumZnFE+/3XBXhiV1PH17V2EZTawc1zW0kxzj4zYY9ZrH2IPTBfn/RsZzK8Y5S6mHgJaDV86TWeks/NUyEKJszJthNEKJPPBne3k7uKKtuoqK+lQ7D6LGfv6C02u/y5IN1LtZuKjYHNiNi83jx0zKWzMwiwmZhWkY8YVZFS5vB7X/f7tPhy0z10NN9O1BabASvbv+a2175woyhO+fn8bdPSrntlS/47ZVT/MbdmBExPPDPXbR1aJbOziI3OZoxydGUVDdR09wG+M66HC3+xdDUl7jo6DB4c+dBSqub6TS03/i0WRTr/vMMyuta+PJgA8985P6wd8PZ2XwrN6nHQDdQ8TdZMi+8de8/0+OdvLmrwiehtWJuDvFOOwfqXMQ77RRWNLKtvc5vnH6xv56ls7PIHh5F5jAn0eE2pqTHmR8MAcprXT0SZnLvFv3NYlFmXFXUuycWvJMT3n1kSqyDRfnp3P737T1OO1pz1RT+8aNZFB5q6PX0DItFUdPczs0vbDXfe9N5ubR1aPO1odIHH0tiwrNaIt/rOQ3M6f/mCCHEyWUYmo1fVlBY0ciqDYVcPyurR4duaP97Tsuqm30G03e/toMlM7N47J0i8zVvLJ9FZnokT147Y8D25InQ429W+Mlrp5tJCeiKodd38LurprJlXy2R4Va/cbf7YD2lVS0ArN5QZMbZnNHuPaQSZ+JkMAzNB8VV7K5oYO2mYh5eOMlvfMZG2IiOsPFvp8UydkQMZ41K7DUeg3EEnTi1BFrJ2D2htWpDIUtmZvHSlnJ+fuFY/uuFrVw/K8tvnLZ2GDz2TpG5Cm3MiJgeM8QDvZ9eDE1HWzXm3Ud6TtVYMjPLTEp46klsK69jeJSDnKToXutW+EsGr3xrj8/4NVT64F5rTCilrMCrWutzun1JUkIIcUoqqWpiW3kdqzYcqdDdfe/+a1v399iTd/v8cTxfUO7zOu/iWZ7HhxpcA74nT4QefwMB78SWh6vdYMu+Wh5/r5japvYee08DxZ3EmTjZSqqaKCitNguv7q9tZvmcnnvxt+yr8dnTfLR4DMYRdOLU4q//DLSSMdph5eozMijqmjV+8dNyv3H60pZy8z2Gxu8RjdKnioFwtCNDvftIz6kanv9615NYvaGIRWs/5Kuqxl7rVvR2WpdHqPTBva6Y0Fp3KqWuBB49Gb9cKTUPWAVYgce11r/q9v1w4GlgGlAFLNJalyilMoFdwJddL/1Ia33DyWijEGJwqaj3PeHAM4jxXh53y7yxnDs6icxEJwfrWtlxoI4GV7u5bN6je/HBUOnYxcDyd4KLv4GA0x4W8MQMV7vBTc9vZf2KWfz5uhm8V3QYrQkYdxJn4mTz9JWewqudhua5gn0smZmFUqA1rCsoY/7E1ONaCuwp/iZL5oU/vZ1M5K//TItzcrPXSokDdS6e+aiUJTOzsFogNymaX76xy6cWj6fPDYUZYjH0HG3VmKePfHD9LkYnR7N8bjY5SdFkJEb4PaJ52V8/Y/2KWQFXUAY6CcSTdwulPvhYtnL8n1JqDbAOMFOLJ1pjoms1xmPAeUA5sFkp9arWeqfXy5YANVrrbKXUYuBBYFHX9/ZqrSefSBuEEENPcsyREw5c7YY5iFk6O4sZmfHEOGzUtbTz+hcHuPXl7Vw/K4s1G4tIiXX0SGDceVEef/jfI9s4QqVjFwMn0JLMcSlHllZ6ll0ebnDxy0sm8ItXjhSwXD4nh2c+KgW66pjUuwcVnuO9/MWdxJk4mTyJtpb2TmLCrUTYw7j1gjEALJ6ebq428xe/x/JBLxhH0IlTg7/+1FNMNdJu5aGFE9l7qJHnCsqpaW7jocsmYg+z+KyUWL2xkAN1Lp54v5iHLpuIUvjU4vHErCR4RbCkxDpYPjfbPO77xU/d8eyJR4tFcf7YZNo7DX7qVRfinovHY7H4Pzr8YL3LXOnTXaBk8LiU6KNuvRtox5KY8Hz4v8fruf6oMTEDKNJaFwMopZ4FFgDeiYkFwF1df34BWKOUCv7/NSHEKSszMZIJabGsmJtjDrBrmtsYlxJDXUsn1z/9aY8Kx/5mYWaOGkZybDgzMmdQ2SiD66Eq0JLMf/xoljnj4V2wKiMxgjVXTcXV3smeCnehQO+ZPE8ceQYRB+pcrCsoY+3V+disylyRIXEmTgZ/HwxvvWAMI2IiWL7uM+KddpbMzCI9IYL9tS094nd41LF90JMCrcIff/3p6o2FPHrFZG70isn7vz2BlFgHP3tpGxdNSvV7j547JokJqXEAjBkRw66D9WafW9PcJgleERSGodl5oMGnkPqKuTnkJEf5xGNZTTO3vLjN51q449UveORy/7V+PEkNfys4e0sGZw4LrT74qIkJrfU5J+l3pwL7vB6Xc6TQZo/XaK07lFJ1QGLX90YqpT4D6oHbtNbv+fslSqmlwFKA9PT0/mu9EP1A4nNgeTrsSHsY38odxuT0OMqqmnHaw/i6toWH/vWlz14+wO8szMorJpOfmWB+OByVFFode3+R+Dy6QEsyiw41EmGz8OvLJ/MfT3xsvqa0qoVlf93Cirk5OMKsPjN5910ynvR4p8woHweJ0f7l74Ph/f/czaNXTDZXmD32TpG5z9k7flfMzcHaa+WyoUfi8/gE6k93Haz3iclbX97O0tlZlFa1BLxHT0iN87lHjxwWybiUoxdnHUokPgfeV4d79rGrNhTylyXfwDC0GZOBroXymmafiTXvVZRHK6p5KiSDj5qYUErd4e95rfU9/p4fIAeAdK11lVJqGvCKUipPa13f/YVa67XAWnCf0TvA7Twlaa2pra0NdjOGBInPk8f7SNCmtg4y4p18Vd3Esr+6Z/2+/60sDje1mXuos4ZF9shAd9/qMeX0ODISI4fMgEbi8+gC7d0sPtzIg+u/ZPncbL+Di/ZOzd8+cR81m5scxb7qZn67sZCp6fFm0bVTYRARbBKjfefvOMbSqiafePVsQ3LafU+M8azkeWjhJPZUNKA1PP1hKVPS40JuBi6YJD6PT1K0//6007cLNQtYAj4rJfJOi2bMiJhe79Fa/hVMEp8nl3cfGxkeRnuHQXVzm1mnB47UUNlUWElJVROXTEolLMwScGzR4OrkpS3l/Pm6GWg0SdHuvrukqomSqia+PFhvHqEbSseAHqtj2crhXbLWAczHXXjyRO0HTvd6nNb1nL/XlCulwoBYoEprrYFWAK31p0qpvUAuUNAP7Rry2psbufGp3cSdnoPVdiwhIkRo6X4kaLzTzjVnZpCe4OT335mKRUFdSxsJkeE0tXYQ6QgjMdJm3gS6F8SsaW5j1PAoohxyPQjfwUZStIM1V01h2V8/81mWGRsRxj0XjyNjWKS5l9QzAHHYLGR3rbJ5fdt+fnr+GIZHhXPRpFSqm1rNAUSgJZlCnKjuM2sZiRHcs2A8rnaDNVdNobymmY/3VvGdMzMwOqG5rZM//Mc09hys58kP3EvhF09P54FuRQVlz744Xt79XExEGGuunMK2/XUY2n1C1tLZo1i7aa/PezISIxiTHM2yOdmAu2994v1inr5uBpmJkT36TaDXmWQhvPXHvbejw+CD4irzZKOP9lbyg7NzaO80GJsSTXlNM3/7pIyrz8hgXUEZnQb8dmMhmYmRtHe660utuWoK28rrzAm0BKedP2wqpqa5jeHR4WQNjwpYl8Wzze5UK/J6LFs5fu39WCn1CPCvfvjdm4EcpdRI3AmIxcBV3V7zKvBd4ENgIbBRa62VUsOB6q5TQ7KAHKC4H9okuoQ5Zd+dOHV0v4lYFGwrr2PtpmJyk6L4/tnZ7DpYz66DDby2dT9LvjmSCHsYt//9SFGhOy/K49eXT+Qnz28zZwMfvWIyHYZBlMPGXa9+QWlVi8+ABpAPjkOIZxXOlrJabn35SAHLBy+byE3n5lDf2mnOHNvDFDd8K5v/98ynPoOFdQVlfO+skZRWNXHnRWMJD7Py2b5acxCemRjJsKhG0uKcvLmrQgbSot8Zhmb7/lp2H6zn+llZ7Civ5by8EWasZiRGcMf8PNLinXR0ah745y6z71sxN4eb/y2XJpc7oeu9lUP27Itj5blnVzW18nWti1te3GZOIHgvUb99/jje3nGwR52eZefkcLNXUcDb/n0safFOqpvb+L+iw9z29+0+9+txKdF+awGdSjPJYmAcbTvE0d7rievyahc/f3mbGbM/PCeHH/x1i/n4Z/PGsmJuLofqXdw+fxyr3y5kUX46//HEx8Q77Vx3VgbxkeE+tShuPDcXe5jy6WvLqpvMvhzcSbrVGwtZMjOLx94pOuUSxn2Z/nPiXt1wQrpqRizDneSwAn/SWu9QSt0DFGitXwWeAJ5RShUB1biTFwCzgXuUUu2AAdygta4+0TYJIU49/m4i910yAafdSrzTzuIZ6T5Fs5bPycHV3sn9/9ztM0i5+7Ud/PHqfJadk83wqHCc4WHsq24iPSGS7//l0x4DmnErZrHzQIN8cBwiPHG2+2C9OVAAiHfa2VvZSHqCk5Q4K/trm7lsWhqOMAt3v7bDbxG3supmnt1cxtLZo7j39a0+sfnbjXtYMDmV/IwEGUiLPgs04+dvpcS9C8ZTUFrD9bOyiAq3olD8sGsA3X32bdWGQpbOzqLTgOj2ziG5xU2cGM+Kxm3ldaTGRvB1XQvxTjuXTk0zkxLg7vPufX0ny87JxtCauy/KY0SsA2e4lauf+MSnD25wdXDDXz71G7M3Pfc5f75uRq/HMwrhEaig9dHuvd5965KZWby+bb+5ZWN0crR5ukZKrINF+b7j0jvmj+OCCSnmCt+rz8igsa2TlW9/4dOOR9/ew7qlZ5j1UwxDs6Ws1id54Yl9pU7NhPFRyxQppbYrpbZ1fe0AvnR7MToAACAASURBVARW9ccv11q/obXO1VqP0lr/suu5O7qSEmitXVrry7XW2VrrGZ4TPLTWL2qt87TWk7XWU7XWr/VHe4QQpx5/N5HbXtlOWpyTa87M4J7Xd/b4cJgS5/Q7SKltaSfMovifj0spPNRAQlQ4znB3gqP7ayvqW/3evEqqmhCDjyfODH2kMKqnAODaTcXc/Pw2fvrCVgzDvfLh9HjfGEuJdbBkZhatHQbNbR0snp7OvX5ic/7EVAwNBaXVAQfSQvTGM0C+cPV7XPnHj7lw9Xus33HQTFZ4+q2UWAe3XjiOfTUt/P3z/Wjt/pDX3NZh9nmeuLx0apr52NBgtUBqnJPnC8qJsFvNuihCHE1ZdROFFY2s3VTMLS9t5783FXP1GRmEh1n89nkjYhw8/+k+ympa+LSshkZXB7leBaf9JTS6x2xzWwcOm+9HnlNtJlkMjEBFJyvqXRRXNvLh3sMUVzZidBU5MQxNcWUjm0uqzb41wWljUX46T7xfzJqNRRQeajB/5qVT01hX4K4vtWxONtfPyuK/N+1ldHI0rnaDS6emsXpjoc9Yw7sdLe2dZl9bUtVkrt70fH/1xkIuz09jVvYw3lg+65SbLDuWFRPzvf7cAVRorTtOUnuEEOK4BLqJdGqDjMRIcybGu9AQuPeotnVo83tWBfYwC3/bXMYPz8nhjr9/4VMz4OkPfY/Fa2rtkBmYIcQ7zjy1SDwDCO+ZO1dHJz/4VjZWqyI/I5ZvZA0n2mEl2mFj7aa9zJ+YitUCucnR5CZFsW3/kZrNrnYDqwU6DfdSwN6OBBMikN5m/Dxx7EmqdXYavLxlHz+bN5ZdB+vZV9PCa1v3c+1ZmTz1QYm5R9nTfzpsFizKffzig+t3cc2ZGYyIkZgUx66ivtVvIuHhhT2PQczPiCVjWAR3zs/j83L3lre7XtvB0tmjqNxYxIE6l88pWh7dYzY94cgRzN1PMhDCW6Cik+2dmgtXv+cTP+ePTTa3XF4/K8vsW3OTo/nPZwrMn2HoI/fzaIfVZ2uSZ8tSeJjivgXjOC3OSfpFecQ6beYYwhPLr23d73Mkc6Dxb25yNNO9To47lRxLYuI+rfXV3k8opZ7p/pwQQpxMgZYme24i8U473/lGOsOjwomPshMfYaO2uZ2HLpvIrgN11Ld28trW/VxzZgYHapv5yfmjOVjnYuVbe8ybwy3zxrB4erqZlIAjRzktnZ3F6g1FZqJiWHS4fHAcxLzjzWkPw2614LBZfAqjRjusLJmZRbTDSnqCk/YOA6vVQnlNM1/XtXDNmZn8+q09zJ+Yyt8+KfM7GPEMrsEdP2NGxHDv6zuxhykevGyieY65DKTFsfI3WI132qlpasOqFMvnZpOTFM1rW/cxfWQ8P5qTS72rg1iHjac/KmFRfjp//aSU73wjnUfe3IPDZkHrI0eCJsWE84d3iyitamHVhkLOHzciSH9TcSpq6lqR47lfO8PD2F/bTEt7O49eMZldB+sJD7OQ6LQR5wyn5HALt3tNFCyfk8PaTXu5PD+N1RuKsCr/SVxPzK68YjIjh0UyclikHMEsjiozsWcS68HLJnL737f3SPauW3qGTxLYYbNw6dQ0tpbX+kyKRdgs/OLCsfzyjV2MHBZF6eFGHl44iebWDg43tbJ2016WfHMkzvAwsw6Fw2bh7ovz+F1XX+uphRZmPdLWQEmUsSNiTtnYPpbERJ73g67TMaadnOYIIURPvRUjykyMZNWiyZRWN7PyrT1+C2gtn5PDa1v3c8PsUXQaBuG2MCwoMykB7hvNg+t38/DCSX4z0KmxESybk20WN5yeGS8zMIOUv3i78dxcbr1gDPf/czfPfFTKTefmkBDl4G+f7GFRfjo3PedbK+KVz/ezeHo6i6en09TWyfyJqT6rKzz7p70TXrfPH8cf3i2iprnNnI2ZkBorA2lxXLoPVlNiHXz/W1l8UlJt9ov5GbFcfWYmBSU1Pn3lzeeP5pmPSpg/MZURsY6umj3jsVkUjyychC3Mwl2v7jCTaa52g8pGF6OSZJWYODYjEyO57puZPpMCt14wBoXFZ9/97fPHoSzKTErAkdUVS2ZmkZMUxW+vnEJdcyv3LBjvs8rx/m9PICnazqVTZjFy2JF+U45gFkdjsSjm5Y3wSWJVNbVSWtXi8zpXu8HBulZyk6KYlZtEVLiVO+eP40C9i9Pjw7npvFyfhNod88exbukZlFU306kxa054xhc5yVFc91SBT6zf+eoOs4ilpxban6+bQUaiO4b9JVE8ibhTVcDEhFLq58CtQIRSqh7wjIba6DrzVgghBkJvS5MzEyOJdISZg5xA+00fWjiJokMNTM9I4OF/7ebsMUl+ExCevajdM9BlNS089k6R+TghMpyp6QkyAzMIfXW4Z7w9+vYebj4/l0cWTiLMqohz2rn2yU9YMjOrR8LBM3B+dnMZD142kf01LsK7VvV4PtB5Xpue4GT53GzGjoihqtHF98/OJjc52hxMy0BaHK/ug9XL89M43NTmU7T1P2eNYscB30KurnaDR978kiUzs7Ba4LTYCB5eOIl4Zxi/eXsPV58xkoff2OkTw7JKTBwvQ9NjUuBwUxtruxWkvvf1nTzSbaIgJdbBpVPTSE+IIC7CTmlVI5EOGwlOG8vOyaat02DsiBhKqpooqWpieoYiI8Ep92VxXPzdezMSI1g8PZ20eCfNrR3UNLdR2dDCld/IMAtdZyRG8OvLJ1Hf0mGufAB3PN/TFc+Fhxp79LuPvr2HP/zHtF63JHkeN7cdqabgL4lyqo9DAyYmtNYPAA8opR7QWv98ANskhBA+vJcmewYmSkFlYytawydfVZvL5tLjI/x27kWHGsyZ6TsvyqOupc1vAqK6qY17F4z3yXTfd8l4frux0HyNZ2WE982rP869FsFnGJpdB+r9xlCc085THxSz4tzRVDe18fDCSbR2dPp9bXiYhUX56Vz75OZea5XYw6xmXK68YjK/Wr+LJ6+d0SN2JL7Eseo+WG1u62RLWa25/3nJzEzaOzXpCf6LAEfYLGQNj+Jwo4vlz241Z6AvyBuBLcwiq8REnxmGprS6qUeyITXW/327yWuiwFMXpft2uIfWf0lNc5t7m5EznEP1Lp9VQA9eNpGLJp4m/aXos/R4JzefP5rymhaflQ73LMgzVzOkxDqYPzEVV7vB5+W1fsesTruVMIv/Iq91Le3kZ8RSUFpnPu/ZkuT9OD3Bt78dbBMYx7KV4xdKqf8ARmqt71VKnQ6kaK0/OcltE0IIAJ86Et4Dk9e27ueeBePJOy2WiDOtrNpQyPWzsvwmHDq7HnqWw/3igrFmrQDvBMTo5GjGjohhWka8mYFOj3cyNT0+YEb6RM69FqGlpKqJwkMNfmOoubWDhdPS+c+nC8x/50cXTfb72mkZcSz5s++yzO61SpbPyeHr2mbz+0WHGimtaulRQFXiS/SV1pAcE870jDhuvWA0sU47d77qnt1bc9UUv7E7JT2OR9/6krNHJwPu2Lz15e1MSosbdLNz4vj1NUnqOSa0vVP3SDZ8XdfiNxbjIuz8fN4YHli/u0exYc+qCs9S91Ub3Mcx39httdstL25jQmrsoPngJgZeWU0zNU1ttLR3cv2sLMBdSP2Ov+9g2TnZ/M/HZVx9RgbrCsrITY4yi112H7M6bBZ+E2DMsLeyke+fncM9r+8wa0p0nxT79eWn9jaNY3EsiYnHcBcInwPcCzR2PTf9JLZLCCF8BkB/vDqfXQfqWPl2oTmgWZSfzv975lOWnZPNmq6s9YuflnPjubm8tfMA15yVRUtbB6fFRvCn94vNn+tqN4iPsvP3reWsvHwSDa0dlFW3YLMqWjs6CQuz9MhA95aR7uu51yL0VNS7eK6gvEfS6t4F44mLsPGjZz8z/53jnXb2VTXx0GUTKKpsch+jqCAx0s7eykbzDHNwD2IO1Ll8apWsKyhj/sRUwD3oyBwWyfK52UTYwjAM7XMkmMSXOBaGofnqcBO7DtRT2ehiZGIk5a52Ojo12UlRfF5eZw6sK+pc/HzeGKqa2zA0xIRbGTksiuqmNq6fNYrfdW1dA3fMlVU3MSopalDNzonj09ckqWFodh6oo7KhjT/8bxE3npvLo2/vMZMN8U47y+fkmH2i1QJjR8Tw4pZSrpyRyePX5FPT3M71s7LMvhR8l7q72g0aXO1+Z6PltCxxrPwl3upa2nDYw8ztRp6JhWc+KiVzWCQ/nptDXUsbP5s3FkNrYsKt3HhuLk1tHawrKOOWfxtNRmIkTW2dhFkUDy2cyH+9sK3HzwK4Z8F4Pi2tYcrp8bz2eTnzJ6aiFFgUjIgJp6SqaVAnhI8lMfENrfVUpdRnAFrrGqWU/SS3SwgxxPkbAN13yQRzn7737Imrw/AZjGQOi+AHZ+ew80A9o5KiaGnvZGH+6cwdm8xj7+6lprkNNNxwdg71LW3EOe387t0iFkxOBRRTvT4UHotARzbJYOjU0P0EjprmNp75qNRMLFgUpCdEcLC+1Wd55tVnZPA/n5Rx1YwM1m4qJt5p5/L8NCLDbSRG2Xji/a+IddhYOnsUP7tgDOFhFg43uFiz8cjpLk9/WOreXjQ/j1+/uZvSqhbWbir2GexLfIlAvGM3KdrBV1WNLPvrZz7bh2Ijwujo1DhsVtZuKiY3KYrvn51Np9YkRNqwHmrkuYJyLpiQYibePIPlysY2DtS5cNgsOO3HMmQUg1lfkqSee/nug0dqmjz1QQnLzsnm9Hj3dqIDdS42f1XF7fPz2NZ1LOgT7+/lB+fkUNPczqF6Fxp3X3zH/HH8/t0itu2vx2Gz4AizAO7k7ukJTjktS/RZoMRbUnR4j9PaVm90r4DcU9HA8wXlXHNmBr9av8tMrE1Lj8NmtTA6ORqn3UphRQNPflBKTXMb9397Ajedm0N9aydawzMfuZ/vNKC+pZ1OA+567QsW5afzzEdHtn867Vaa2zrJTYpmbEqMT2HXweJY7jLtSikroAGUUsNxr6AQQoiTxt8A6LZXtptL4ROcNnPlxOjkaJbPzcbQMHZEJE2tBre+fGQf4B3zx/HsJ2XsOdTITeflkhhlZ19NM+kJTkqqmslNjuam83J54r2vWLup+LiXfQY6skkGQ6Gv+0AkIzGC+y4Zz22vfMFj7xSRkRjB7fPzqG1uJyk63IyzSLuVZzeXceuF49jxdR0/ODubnKQofrV+l7kM8xcXjsVmtXCz157Uuy/O48nrplFe5aKxrYM7LxrHsKhwfvL852bV7+6DfYkv4Y+/QfSKuTlmlXilwNXeydSMOOqaO/ji6zpuvXAM4WFWn9MP7rtkPMvmZvPLf+zyW8T1ifeLWTE3h+SY8CD/jUWw9ZYkzUyM9LvFw1NM+PpZWeY9+9KpaUTYrIyIDefByyYQ57TT4GpnmddRiXddlMfdrx1Z1r5ibg7PF5RT09zG7fPHUbdpL4unpwNHlrlPOz1ejlkWfRYo8fbry/2f1jZqeBRPvFfMzy8cy8HaZm6YPYq7X99JbpL7vn3v6zt9+uYbZmfxh03F3Prydp74bj63vrzdjO/lc3LYuPsgM0bGoxRcNCmVdQVlXDo1zRyLRDts/ObtQp/YHmxbOi3H8JrVwMtAklLql8D7wAMntVVCiEHJMDTFlY18uPcwxZWNGIYO+NpAA6D0eCcZiRFMPD2WWy8YzbI52fz0ha2s3lDER3sribDZuPVl3/Om73l9JzecnU28087Kt/aQHOPg2c1lfFnhLoh58/Nb+brWxQUTUsxB1vHwVMF32I7M3Mhg6NTQfSDS1qFBGzx13Qweu2oKd188nj+8W0hJVTM/e2kbnYZ71m50cjQ/OTeHw42t7hUOb+3hxuc+Z1F+OimxDlztBpWNrdzVVa0bjhz/ZVUWDja0smpDIbnJ0bR3Gn6PIvPEocSX8MffIHrVhkJuODubJ94vZs3GIv6vqJK2DgNXRycAGYmRZo0Jz3tue+ULLMpifsjzcLUbjBzmZOnsLEYOi+xRdE0MPZ4kqTeHzcKIGAfrdxzkwtXvceUfP+bC1e/x2rav2VxSxf7aZuKdduIjbGQkRnDD7CxSYuzEOm1898nN3PLidvbXNHPbK74z0ne9toPLp51uPl61oZBLp6aZtSV+cv4Ynv6wlIRIO0tnZ5F3WjR2u5WLJp7GG8tn8ezSb/DG8lmD7oObOHkCjTsToux+4z41zsENZ2dTdKiBlDgnd7++k3innRvOzjaTEp6fsWpDIYlR4fx4bg7Xz8pix/46ls4exa0XjOahhZPYuPsgl3dtT16zsYjH3ytmUX460Q4rDpuFW+aN7fEzb3ruc0qqmgbmf84AOeqKCa31/yilPgXm4j4y9BKg7GQ3TAgxuBzv3tRAs8QH613cdXEeZV0f5CrqXeae6QmpsewMcKLC7oP1Zua58GADi6en8/SHpeb3V20o5OGFk/o0Ez0Yj2waKrqf+HLj3GzaDcW1T35ixulvF0/hvjd2sig/3afuxJqrpvJfL20xT4RRClo7OrnmzAweXP8lhsZvLFbUt2K1wP3fnmAmF3pbESHxJfwJNIjefdDdB05MjeGas0biajNo6zBQQG1Tm9/3bCuvJTcp2ud5h81CeJiVTgOGRdkl3kSPo2g99/FOgx5Jslte3GauuLnpvFyykyK586JxlFe3kBjlMFftTEyNITspyqeo4IE6d2wPjzqySqd7PYk9FQ3UNLdRVu0+yvusUYlkDosadKcUiBNzPMVaA407451h3Nm1gudI3E+iwdXB7oP1GBrqmt1966VT08w+2Jur3WCP1+lwt88fx9pNe7l9fh7Fhxr48Xmjub5bwezVGwt56rrpLJ2dRdGhxiGxpbPXxIRSKhVIAbZprXcrpZKAHwPXAqed/OaJYNNaU1NTQ3x8PErJoET03fHuTfU3ALrpvFwcYRbCLBb+9kkJN5ydw7byWgBe27qfrGGRTMuIC3gqh1LuP489LZbP99X4/D5Xu0FLWwf3LhhPerzzuP9+Mhg6NXmf+PLzC8diAXPrBXQd4+VqZ/7EVDMp4VmKXNXYSm5SFDecnW0OTl75fD9LZ48iJdaBVflPOETYrJyZlUhKrAOLRZEe72Tt1fkUlFZjaHcs3zJvrM+KCIkv0V2gQXR2UjQ/u2A0Y1Ni2FfdTFFDo1mY1WKxkJEY4bNCxzy1yCtePUuL739jFzXNbczOGUZxZaMkxASjk6P53XemEhkeRnJ0OOkJkXz8VZXfD03u7UQGK9/aw4OXTSDaYeNwUxuHuxJkE1NjWH5uLgWl7vvxa1v3c/UZGeae+yjHkY8p3kcnOmwWLAqzaKBsbRP+HO+EWKDEm81iJdph5ZGFk2hq6yDeaaehtYObnjuyTfOX355ARmIESuFzKodn0sI9HrACvifK1DW3Mz41jppm/0ljrWFiWqz5ewb7ls6AiQml1I+BXwBFQLhS6nfAg8DTwLSBaZ4ItvbmRpb+90ae/1k8CQkJwW6OOIUdbwG/HrPEUeFUNLpoaeukraOTb0893Wc/6vI5OazasIfLp53OHfPHcY/X3j5Pte8Fk1O58dxcPt9Xw2/eLjQHNZ7ibtEOG79av4tpGfHyAXCIyEyMZM1VUyiubKLoUAOZiZE94jQpOpyy6mYzKeE5/uvH5+awaEa6zyBm+Zwc1m7ay+X5aWQOi+SeBePNolkOm4U7L8rDZgWrVZOeEIlhaN7cVeHzMx68bCLnj02WD4CiV/4G0fddMoGnPyjmG1nD6ew0aHB1mAUHPfuc710wnqXPfNqjfzxr1AQe/24+dc3tlFU38/SH7g+HK+bm8ON1n1PT3DYo9zSLYxPoQ156QmTAJJknkZCbFEW0w0Z7pyana2VORmIEi2ak97iPryso4/J8dw0Kh81CSqzDjENPseB7F4ynpqnVLCbY29a2vh5vKk59xzsh5m91YlpsBBv3HMLQBsOjItCNEOe0sdzrhC5Xu8EvXt7Oo1dMprSqib9tLuPn88bQ3N7Jqg1HVlneeG4uKbEOc0WQ1eIuaPm9P28OeNR9UrSDLysaePhfu3ucFjYYt3T2tmJiKTBaa12tlEoH9gDf1Fp/2l+/XCk1D1gFWIHHtda/6vb9cI4kQqqARVrrkq7v/RxYAnQCy7XW/+qvdglfNqd8QBMnri8F/DyzxJmJkby18yA7DtSTmRhJanwEa7vttVu90b0Vwx5m4V/bv+bRKyaz62A9nYb7WMZl5+TQ6GrnqQ9LmD8xtUdxtxvPzeWe13dyoM416JbGiZ68B6vR4WGsfGsPPz43h3inrUectrR1MD0jgeVzs92z0FVN/PT80Yw7LYbrntrst2BgTlI097+xi+FRdh5ZOAkUxDttlFc1cf8/d/On787AYlEUVzb6XQJ9vAVYxdBjsSjOH5vMk9dOp6qxjabWDg43uLhoYioR4RbCrFZzUAxHtqz99sopPfrHH83J4dG3vuQn54+mqbWdxtZOfjw3h/11LTz94ZGq8HJM7dDV24c8f0my2+ePo8HVzsTUGBbNSOfu13aYxQHPHJnA/d+ewMdfVfscAbp6YyHLzskmKTqclrZO7nl9J7deOJbSqiasCm4+P5fiw82s21zKTeeP4a6LoshOigp4OkFfjzcVg0NfTrSyWJT5Yb+qqZXdB+pJjrGzt7LdvN/ffH6u359beKiRaRmxZCfnUdfSTnVzm3mSnKvd4NG397BkZhaPvePezjExLY57X3dvD3nx057HlN93yXha2jvM+PWcFma1wNwxSUxIjRt0cdxbYsKlta4G0FqXKaW+7OekhBV4DDgPKAc2K6Ve1Vrv9HrZEqBGa52tlFqMe8XGIqXUOGAxkId7S8nbSqlcrXVnf7VPCNG/Ai2Ry0yMPOqMRll1E8WHm3xm/rxXO4DnptBAcoyDWblJPLe5jEunnU7hoQZ+Nm8sv3+3iD2HGn3Oi3a1G4wZEcWSmVk89UGJuXJisC2NE766D1aXz83G1W7Q0am567Ud3Hz+aB5580tc7Qb5GbE0thmsWFfgs6UozKL4sNj/8mWrxV2Q6UCdi5rmNupc7aTFObj5+W1mvFY2uhiVFCVHgYoTUl7bzOf7an1m5e6+OI94p53G1na/sdXU2smf3i/m/31rFF9WNHD7/Dye21zClTMy2VfVzKMbijhQ52LZnGzWbCzq8X6JzaHpaH3VvLwRpC09g8JDjZRWN7NmYxH2MMWDl07kcGMbN58/hqJDDZw5MoHz81JY8ucCv/fzEbEO4p02bntlBwfqXHxZ0cDj77knDx55c8+RPrSh9agJ3L4cbyoGD38TYhmJEUTYrHy497Df8aZhaDZ+WcG28jpSYyOIDA+jw1Dc0VU0OCXWQW5ytN+JtrzTotlf4zJf2z22PdubPKt+Ojo6zW11B+pcZuIhNzmKvZWN/PrNPVyen2b+ngN1Lh57x90nnzUqcdAlJaD3xESaUmq11+MU78da6+Un+LtnAEVa62IApdSzwALAOzGxALir688vAGuUu9DBAuBZrXUr8JVSqqjr5314gm0SQpwkgQr4AUed0aiob+0x8+eZmfZ00g6bhRhHGPe+vpOls7O4bNrpOO1Wxo2IwRlu5YazR7H7YINPMsNhs5AYGc4T78vRYoPJsSS6dh+s58fn5pAa56S902DF3GwibFYun3Y6KbEOHrl8EobuZHh0BNc96bsqYuVbe1g6O8vcR9p9cDJ2RAwWi2LZnGwsCkbEhFNyuNnnNZ7klxwFKk6Ev77xzld38NR107Eo5Te2ig83cvaYJLSGM7MS2V5ey7VnjcIepvjJ81vN/tHzeolNAUfvqywWhavD4BevfEG80841Z2aQFBPOZ/tqeXZzGYunp5N3WixnZCUGXGn2xPvFlFU3E2mPMScKRidHd/W32ufenRQTftR7tSR+h7buE2IZiRH8aE4Oi9Z+FHC8WVbdRGFFozkRdusFo7GFKVbMzSEt3klilI2t++q4d8F4ymuaea7rCNtHLp9EhC2MO179LOBY1WGzMC09joR/G43FArsONvhcUwfqXDzxfjFLZ2exeoN7bBtonDFY++Hejgv9KfCp11f3xycqFdjn9bi86zm/r9FadwB1QOIxvhcApdRSpVSBUqqgsrKyH5otRP8ZavHp2ZpxRtYwsoa7q2cHmtHwHIHU0WFQ7/I/82ft6sE8e6cTI8PJTYrC0KDR/ObtPRhonnz/K/7w7l6SY9x7VT3vufOiPE6Lc8jRYgGcivHpWQ3hfWzd+h0HzaNpDUOzpayWv3++H8OAR97czd7KJiLtVuIi7ax5p4gf/vUznvq/Ylxt8OFe/6siDI259NL7GM/b54+jUxvc9eoOHn+vmOQYB6veLuSB9bu5dGpaj+SXHAV6Yk7FGO1PTW0dfuOzor6Vn76wtUd8Lp+Tw/MF5WQkOKlpbmN7eS3Doh2sfGs3cRF2bpk31nz9a1v3c98l4yU2T8Bgis+j9VUdHQYH61zEO+1cfUYGVgXhVivPbi7je2eNJNJuZW9lY68rzTzx2dja4VOAdfWGIjq7+nDPEvdpafFHvVcHOt50sH6oO16DKT798UyIecZ4qxdP6XEsrfd40zA0h+pbSYgI40/XTmf14snkZybQ1uF+/SNv7qa8uoVVGwr56Qvb+O9NxSybk82tF4yhwdXBR70UgfWskig53ERKbAT/+uJrpmcmcOdFeT7X1H2XjOf5gnLz/f7GGYO5Hw64YkJr/eeBbMjJorVeC6wFyM/P10FujhA+JD4Dz2hU1LtAaw7Uu7CHWfxmjHOTolk2JxutMQu1PbJwEnsONRDntLPnUCMWFONS43jsnSIqNxaxdLZ7/78CoiOspCdEmgkT4etUjM+jLd0tqWpi1YY9/OT8Mfz6zd3mEaBLZmax8u3t5vuuOSuL/3pha8CCVBblu/TSanEvraxr6QBtcOO5OTjsYTzwxi5zli8jIYJ1S8/w2RcqR4GemFMxRk+E92qglFgH8QkUjAAAIABJREFUCU673/jcW9lIaVWLT3xOy4jnZy9up6a5Dac9jNUbC/nVpRN5eUsZV5850jz1xTsW0+OdTE2Pl9jso8EUn731VYah+aC4ioN1LfziwrF8XdtMfGQ4X9c285OuLRwAazcVB+xTs5OieaDrFJi0+AiWzMzyKU49PjWWp67LJ8FpZ1xKLGFhvc2tuvW2hVQMrvgMxPtEqw/3HvY73txT0eDeflnfQkVdK8NjIvj5S9sorWph+dxswB27S2Zmmds0PO+99/WdPLJwEjf3Ml7wrPppaevg7td3mQmIpz8sJj8jkbVX52OzKpJjHFgU5gQauMcZ6wrKWLf0DFraOwd9P9zrcaEn2X7gdK/HaV3P+XtNuVIqDIjFXQTzWN4rAvAcAVpTU3P0FwtxkgVaHmqxwKdltdQ0teKwWbnpvFxWvrXHpyjQL70+9Hl0ak12UhSlhxu5++I8fvduEWePSQLcnX16gpPT4hwkRtrNpIQYPPwlunKTojjc0MqeigYibBYW5adTdKiB+RNT2bj7IA8tnIRhaHP/6KVT0zAMzfWzstj05aEeBaluOi+XcKs7WeZZenn3xXnc/49d7DnUyH2XjOcvH5Uye3SSz9Lj0uoW0hOdPWJOjgIVx8KzGujB9btYPD2d4sM21m7a61MTxTMrt/KtPYDvnuQHL5tATXMb9y4Yz6/W72L53Fw6dQczc0dwWmy4GZfdY1FiU3gE6qtKqprYfaAOjeLmF7ayZGYWb+4sZfGMDA7WNpOTFE1za0fAPnXF3BwzKXHn/DzqXe088b5vTak7X/2CP313BqOSjj0WJfErvAUabyql+Oirau5+7UhtCE/x1lhHGBZlMVc+eB8BCu4VDZ1aByxguXxODo+8uZsbvpVNbVfCwdVucNsrX7BkZhYjh0cxM3uYGZOGoXsk026ZN3ZQFrr0J5iJic1AjlJqJO6kwmLgqm6veRX4Lu7aEQuBjVprrZR6FfirUmol7uKXOcAnA9byU1xNTQ3X/H4Dbc2NdHZ2BLs5YojzntGId9q5PD+N7OFRGAaseaeQm88fwyNv7uZ7Z4009/VbFISHWbjurAye/MC3ZkSC047VCsOi7BQdamTPoUZu+NYoHlk4kbKaZn795h7zeLH0BJk1GWy6DzwmpsZw5TcyuObJT3C1G6y5cgqrNxZy/awsUmLsXDY13VwZkZEYYa6g8D7eK8Jm4eGFk2hp6yA1PoJt5XW06E4eWjiJsqompmXEs/Z/97Jtfz0At73yBUtnZ5lt8j4G77KpfncdCnFUJVVNPLh+F987aySJUeHc/MJWcpOiSIy0+/SNTruV1LjwHrUi0uIjWDE3h9MTIrhvwQQ2f1XJT577iuVzsxl/WkwQ/2biVFfV1MrY02L5z6fdBS2jHVa+N3MUD67fxQ2zR/HTF7b6fFDb/FUVDy2chKutg9PiImg3DH58bg4R9jCe/qCYs0cnmyt9xiRHc+8/3JMQZdVNx5WYAEn8iiP8raBZMTeHwooG1rxTZI4b4p12KupdjEuJJjwsjKa2DjISI5iQGktKrIN7vY6jXzE3h6hwqzlR4b1K7ZujhlHZ4OK2C8fx242FnDtuhNkWz/alrGFRPgmHoZ5MC1piQmvdoZRaBvwL93Ghf9Ja71BK3QMUaK1fBZ4AnukqblmNO3lB1+uew10oswP4oZzIcXxszhi0VnQ0yKoJEVyeTnjcillsKavl1pe3+wxgDMNg/sRUHli/u0eWe+nsLK45M8PcxnHnRXm4OjqpqW3lsf/dy4LJqayYm0NpdbNPgTiQY+8Gq+4Dj6WzR3Fz16AYoPhwE/FOO44wC9nJ0dzy4jaWzMzCbrVw/7cnmJXiAfN4r6Wzs7jj1Z04bBbuuTiPZzeXUVrVYq7ceeCNXWZSwvO+rGFRHKpv4aHLJlBa3cK6gjJumTdWlhCLPquod7HkmyMZHu0w6+5cP3sU/+UV3+DuG3931VTufn2HGad3zs/j0be+5LxxKWzbV8vk9DhWv/MVDpuF/IwEiUvRZ4ahOVDroqiy0YzD1Dgnuw/Wc/m007nbz9Hev108hf/P3r2HR1Wd+wP/rplMMpncE8jFhARCgsgdjIo9wLFge6gH6wUvra1aC4dTTxGOnrZq6+VU1JbW0krxRqVaqa3Q4hWRqqAH/BXUiMgdgoFEMCQhmdwmmWQye/3+mOzNXPZMMrnNnuT7eZ48JJPJzEp499prr73W+97x0qc+F3fqedy/4tbSuUXadg5bbCTvp1K0877oL6tuwcGqRrywqwILLzxX+SInxYqbZxZgQ2klspLHYsXmz3DpmHQ8sGAi2jrc2qQEcK4E85M3zcDyecV4fFuZtory4asn4UxjG47VOPDyHk+CzMVzzvWzat87ZoR+ZbrhOpkW9AgXQvwanqoZz/g9/p8Axkgp7+nrm0sptwDY4vfYA16fOwFcH+RnHwHwSF/bQEQDo7vKCN5MJgG3Am1SAjg3gHn8xumI91t6p34/xmTC49vK8PR3L0RcjAmVZ1vgdLnxxP99jh9eVgRHeyecnQrSbbHMzD1MeE90VTe1o7a53ef/PjZG4JZLC/DSx5Uoykz0WSGhlg31pia6VD9/4PWDeO57F6GyrhX1rR3ISorDsZoWn5+xWkywxpiQl56ACTlJyM9wYuGM3GF114P6l6JIJFljYIuz4M6Ne7W9zB2dbt2YPVTVhBVXTUJTWydS4i1wtLtwSeFI/OWjCjywYCIcXckFVy6cgq8UDs2yczQ4ymtb8JNN+3z2158464AigZFJcbrx2eh0Ic0Wq5VQfHxbGZ76zoX49At7QOUsKc8luM5KjovEr0hDiMkkMDojAVWNbVAksPDCPMRbzuUxu3ZGnpZ3asXmQ0izxeLyidn44V/2YPHsQt14PvBlEyxmgceumwoJwGISsMWZcf9rB7TJ4WVzi3GmwVOdy2rx3AiZOTodQPeV6YaTUJlj5qIrIYqfPwBYMDDNoYGm5pcgGkjdVUbQU1nv0O3wWzs6MT0/VTez9ugRCXC6FJRW2PHxSTse3HwYqbZYPHL1ZDhdbqzdeQIrtx7FFw1tzMw9zByqasatz30ECfj833e6JV76uBI3luTDFmvWJiWAc2W5vKkDY5XTpaCpzYUEawxGZyRg/e4TeOgq38oFy+cVIy89HvMnZmP0CN8qNEThUvvTtw9V475X9/vsZc5MitON2fyMBHx00o5jNc2otLfi55sPY90H5bhj7jj8eddJtLQrePOO2bhyynk9SiJIpKezU8Hx2hYsmlWIxDgzHrlmsmfCzK3gjc9OB43PyvpWXDsjT3vM6VJQVtOMnOR4n8pZK66ahCSr2ZO0OiuR2y+pz9T+dNGfSrFm+3E8u7McibExWgUiIc5V0lAnKrxXSejFc3ungpVbj2LpXz9Fe6cbLkXBn3efwIIpuVg6twiLZhViQ2klxuekYNk8z9ePbzuGd4/WoLI+dGW64SbU2ShOShlwFSGlVABwdBWl7HY7Fq95E24Xc0vQwOmuBKg/RZEwm4Ruh3+izoHPaxy6Ze++bGjVKiR0KgoevnoyHn/3KL677iM8+tYR3PYvo5GTYsUbn50OKMnEzNxDl3f8/WHH53hwwbn/+w63Z2vQ6u1lKKtu8ZkM0yvLtXxeMV7ec650l9ViwsGqJiRbLfi8tgVXT8/Hu4e+xG9vmIalc4u0AfSEnBRORFCvKIpEeW0Ldn1+FuW1LThx1hPPivTsff7hV4uw8MI8mEyAWyq6feOZhlaYBDAuMwnnZyXinm+Mx3PfuwhvfnYau07UY1RaPMZmcrKM+uZIdRPsrZ5Elb986yhWbzuGJ78zA9nJcbhjbjG+qG/F/Qsm6JasFV6hZ7WYMDk3BZv2VGLRrEIsm1eEtTeX4OIxaZg2KhVXT8vF3POzGK/UZ3rj019sPYKUeAt+9PVxKClI84lXdYIC0B8jLJt7boxgtZiQnWyFWQhcUjgS6z4ox5rtx7Hug3Is/Wox7n9tP1ZvO44n3juOiro23LVxL6qb2nVvytU0+yZ2Hy5CbdZqE0IUSynLvB8UQhQDaBvYZtFAiolPinQTaIgLVgI02NaJynoHTp51aHv01OVsD145Eau3leG7M/OxsfQLLJpVCCEAKYENpZVaDonsFCuykuLw/D/LUVrRqL3fqneO4dfXTUVZTTPOS43Dm3fMRm3L8EsmNNx4x9++003ARxVYfeN0tHW6YTYJHKtuhtOlINMvUaZaluuPt16ELxvbUNvcDpvF7HMHT93/DHQlZdt8CFWNTlwzPR8lBanIT09gbFGvqXfzvJf1PnbdVDhdChLjzLjl0gKfPvKJm2ZgQ2llQN94z/wLUOdoR7vbDUeHGwlxZvxii6dqzIqrJmHSeSmR/lVpCGhqc2mVDACgoq4N//XiHjx/20U4Vt2M83OS4OpUtOSsUgLrd3tySahdpJpkuNXV6akUo0jkpydgzAhPP1qQwe2W1H/0xqdpXWWXXW6JNduP4aFvTsQT7x/HsrnFaO90a+MENbnlkjmFOD8rCYlxMXjg9QNaDpQHF0zEr7YewbGaFiyfV4ynvjMDB79swsTzknHa3oqKOt/LZ3VVsF6lkOG6ojfUxMQDAN4SQjwM4JOux0oA3Avgvwe6YUQUvYKVZPLvaNU8FKcb2vDoW0eQZovF0q8WYWRiHBLiYpCRaEFsjIBJCPzwsiKtfrS6xDM7OQ7Ha1rwu3eP4d75F+DtQ2d9Xt/pUhBrFrh62rn9/eFm9KbICidXiUov/txSor6lHeOykzA+OwnL5xXB3toeUNpryZyxeP6fn2PhhQVIt8XCpUg8fuN0tLS7YIkxayXt3ArQ7OzUBiSHzzRh7MhETkpQn3jfzVNL10J4+s9Ot9Qyx6vf+7ymGXfMLcZ9rx7QYviRayYjIc6EL+o70ezsREVdKy4tzMCSOWORk2LF5PNSuH2D+kVLe6du+cTG1k48uuUIFs0qRFl1A/5tUi5+5pXY+sErJ8LV6cbKayfjdGMbBCTa2hUs+usn2orGYEkB2b9SX3iPD9R+ND89Hg6nGy99XIkFU3IRF2PCj78+HtVNTozNTMQDCybgoa7tHPbWDoxKs6GupR2/+scR/GrhVJyscyA+NgbP7jhXnavN5UZCrBlXTM5BfpoNB6uadMfF+emBlUKG84reoBMTUsq3hBBXA/gxgDu6Hj4IYKGUcv9gNI6IotPojASsuWk69p1qhCIBswAm56X4dLSdnQr+WV6H0op65KbEa521SQg86FVL+uffnIjG1g6k2Dwl8WJMJhRlJuKPH3yOSwpHwmwC7pl/AWpanLqdfnFWEhNcRim9u8c9SQrlX4L2xovz8cuth3FjSb5WdcNqMeGBBROw/chpn7vNr+z5AtfMGIXlXhnj718wAWu2H8fCC/O0rPEbSivx0ysmYNm8IoxKs6Gm2YlV7xzF5NwUxhv1mno3T80Mv3p7GdJssVg+rxhuRQZ8z+lSUJARjye/MwMtzk4cr23BY/846hOnC6bk4suGNjz29jFcX5KHqkYnLshJ1u5IE/VGZ6eCJGtMwCqe5fOKkWqLwc+/ORG1ze14+9BZnGn0lOg+cqYJbgXY9Eklvj9rLI7XtECRQE5qPL6wexIDqls/JyyfjUNVzUwKSAH6MmGljk/La1qQkRSHirpWfGFvQ3ymKaBc+PJ5xfjf1w8iNkZg1Q3TcLymBZ2KgrMt7XB0uFFR14Yv7K148PVzq4ZyUqy4viQP4zKT4OxUkJ9mQ0yMZ6uS3gTEmBGe1UHDtTyov5B1d6SUBwDc6v2YEGKUEOLHUspfD2jLiCiqdXRKrN1R7tMBqxRF4s0DVbh70z44XQqWzyuC1WLSsiF77/17sKsKwv5TDYi3mPH4tjKMy0zEjRfn+9SSvutr4/Cr66bgJ3/fx1nnISJYrpJQZV7VAUuazYKN/3kp2l1u3PzHj7BoVmFAbD20+RCevGkG/usve3wGIhs+Orc03iQ8y5XtrR0Yn5WkJbFa9C9j0NLe6RPjy+YWo97RzokJ6jX1bp53X1jV6MRH5XW4bdYY3X5SXT7/k387H1PyUgEAbsWzpePGknxsKK3E9y4d7TOZwYs86quDVY2AhE8pbrXCxnPfuwifnDyLK6bkwWoxYd/pJqzYfAjXzshDitWMGy8q8LlAe/jqSXhrf5X22k6Xguqm9rD7fxr6enrDItTkRWu7GwBQ09SuncPXfHt6wBjh8W1leOa7F+KTSjtWbD6kTfiqKyusFhPONDq1lZdpttiAibqVC6fgyinn+ZQq1ZuAGK7lQf31qCCwEGIkPGU7vw3gPACvDGSjiCi6hbqgHJ2RgP2nG7RJCQDYWHoKy+cVo82lX/rudEMbMpLi4HB2epILZibhx3//zOf1V71zDOtuLcHvbpgGCaA4M5GVEKJcuLlK9AYsD189ySfDtv9r2Vs78OvrpqK1oxMdLgWJ8TE4VtOCfaebtMmGlz6uxM+/ORFfNrRCCOCqabkYPSIBS9Z/ElDedsOSmQP3B6EhT13tc+RMkzbILRyZCItJ4EhVE+762ji0tHfqxnKy1YKn3y/D92eNxZEzTVgwJRcbSitx08UFcHS4tW0g6vN5kUd9UedoR1uHohuL+0834poZ+dh/qgH3L5ig5eJZ90G5z2Sw+vz7Xj2ARbMKtWXwVosJjg79OGeZ7+GtJzcs9MYCj14zGTPyU+FWgJ9s2odfXzcVP/77Z9pWpNYg488mpwvTR6UBCJzwfWDBBPx++3HExgj84ZYSNLS6Asamd2/ap62kNJkEJyC6EXRiQgiRBOBaADcBGAfgZQBjpJR5wX6GiAgIfkFZ3eTEkTPNOHKmyef7VY1OvLCrAr+9cZo2e61SS4v9rfQUbvtKAaaPSkWTU3/A0uJ0Y1x20rBeBjeU9DRXiUpvwPJFfatPBm3/16qob8Xqbce1SYjtR6rxzM0XoqnNhRGJcXB0dOL6C0fhxd0VmD0uE0J4BieNbS7dGGztcPf3n4GGEfWuWn56PEYkxMLR4cbBLz0JfW2xZiRYzDgvNV43ls80OXFJ4Ui43G6My0yChMTUvAl4ZMshXDk1lxd51K/SbXFos7h1YzEvzYbbnv9Y22qkLoNv71SCXgCaTed+ftUN01CQnsCkgBSgJzcs9MYCP31lP5bMKfRssXApaG3v9Fl9u3h2oW68HTnTgkOnG/DdS0fjcFUT/ufr43GmoRX3fuMCPPnecdhbO/Cb66fhvGQrPj5Zz362j0JlP6oB8H0ADwMolFL+D4COQWkVEUU19YLSm9ViQkKsGUfONKE4Myng+/bWDrR3dgaU9Vw+z1NarKrRiUffOorbX9yDrGT92uhFXCUxpKh3j3ta5lVvwLKx9BQevnoS3vjstG4p0L+Vesp8qSseJo9KxScVdkgI3PPyPjg7FKx57zj2nW7CE+8d10p/jUzSj8GsZA6aqe/cbomzjg48vq0MigQUCYxOT8AjWw7jkTcP65ase/HDSqz7oBwWkwkZibGwOzrwyJZDuGNuMcxdCTS98SKPektRJMrPOnDPy/sCYvH+BROwcuthn61Gd23ci/ZOBes+KIcpSCzOKR6Jl5Zcgi3LZmP+xGyMGRFe/0/DQ7DxpXdfFmzyQpFAWU0zrBYT2lyduP2yIm1LsF4p0PsXTMDmfafx3rGzuO/VA2hzKThe04ypo9KQEGvGDy4bizeWzsI3JmVjzMhEXFSQzn62j0Jt5bgXwLcAPAngr0KIDYPTJCKKJnr7+LyTD3rvs6tqdEIA+MOOzwNKg96/YAIq6lpxXmo8nr2lBE1OFxQFeGTLYVQ1nqvn7HQpOPxlE1ZcNQn3v3YuE72aRIiGDv89mdnJVrgV4MMTdboJr/RWWOSmxiE72Yqf/Nt4pNoseP62i/DPz+tQnJmER3ViKz/dBoezE795+wi+dVE+LDECD145ET9/4yDSbLG4viQPxZmJyEqMYyZt6jdqP9rY1oGTZ1txos4BRXpiMjHODJvFDAloOSfW767Q8qDMGJWKn716APbWDtz1tXHolBK/2HIYP/xqEZ773sXIT7PhVEMrCjIS8FOvygiMV/LnfT7PTLLCbPKsaMxKtiI/zYZKeyuqm5ywmE1aLKmxaDYBRZlJONOgXxbRbAIevHIi/vhBeUA1pAcWTIAQwMWjM3z69FB78ml40htf+vdlwVZbjstKwpcNrXjkmsmoaXLisNfqXe9+dXx2IqqbnHhlzxf4r8uK8ODrB7WtSMvmFqOhtR1pCXEwm0wwd8WjySRwaWEGVi6com1VZj8bvlBVOX4H4HdCiEJ4JiheBXCeEOJuAK9IKY8NUhuJyKBCJSFSBxTVTU643BKrtx3VqmjcflkR3jlYhceumwoJicS4GPzvGwfR0Slx27+Mxqp3juG/LitCh9uTA8Cb1WLCWYcLz+86iQ1LZqLN5eaAZQhT92SOzkjoNuGV/4ClICMe37q4AItfOFeJ4+GrJ2H1tuNYOrdIN7ZyUqw4a2rHj78+HknxMVCkxF8/rMDyecVIjrf4JFxdc9N0vHnHbNS2cNBMvaf2oyu3Hsbd8y/Ava/sx+LZhTALoCAjHjEmE9b9vxP4367VZOrkxBPvebYg/eGWEjx45QTYYs1IjIvBG3tP4VhNi09FotEjEpGfnoBpo1J5kUe69M7ny+cV4639VVgwJQdpCXHazYBl84p8LuieeO84AGDNTdMxZVSq7kXhBdnJsFoE7v3GBNjbOvD8bRehuqkdn9e24PfbPUvi/ft07sknPbExAkvmFEKRngTVsTG+/Zje5MWDCybiN28fQUVdG0oKUnDbvxTi8Jlmn1hVJx+WzytGRkIs7vza+bDGmPCjr49Dk7MTRZlJeOGf5chKGY3lGz4KGIvExJhw5ZTzMDk3hf1sL3Wb/FJKWQ7gUQCPCiEmwZNzYguAogFuGxEZXHdJiNTBxG3PfxRQhunn35yIX799BAum5GLdB568Ej/8ahFWvXMMTpeCDreiLb/3/jm1dGNVoxNtLjdmFo6I5J+ABklPEl75r7CIt5hx49rdujkn1GWb3rH1yDWT8UWdAzFmMz4/24y/lZ7SsnAD0CYl1Nda+pdPsWXZbMYg9Yka24tmFWr5dzZ9cgo/mFOIe+ZfgDu7vldW3Ryw0mz5vGIIIfHfG3wvJtfcND3gLh0v8igUvT72pY8rsWTOWFQ3ObHq3QPa9xSpn7Pni/pW1DY5deM0PcGChlYXvrPuQ21ywz+nFBOyUndO1jmw9C+fBsTelq64UVf9jEyKxQvfvxin7G2INZvw665JCQC4pHAkjlU3hxxj2ls7sGhWIdZ9UI4Hr5yI7BQrvrS34q6vjcf3//Rx0LEI+9m+CZVjQs8ZAD+TUnJSYhiRUsJut0NKGemmkMGESkLk/ZwFU3J1y4AumJKLuJhzgxvvygmbPjmlZT5eNKsQy+YVYc1NM7Dho0pUNTq5b2+Y6UmsAecuvmYWjkBdS4duzon7F0yAvbUD63dXYMmcQjx2/RQsn1eMCTmJuCAnBfe9dgCrt3kmv9TcE0WZiT16f6JwqbEtxLkLvqpGJ57eUa5VKhICeO6fFbBZzFgypxBL5xZhyZxC5KbF42evHPDpWx/fVoYxGcy1Q+HR62MXTMnFis2HtG1FKr39+D//5kS8tb8Kda0uvLDLsyR+6dwiLJpViBd2VaCyvg3LN+z1mdxgn0rhCjUWUFf9XLF6J65/ejdu+eNHONvSDrei+GwvEsIzFvAfY666YZo2xlT7XadLwc/fOAizMOHRt45i94k6xu0ACjoxIYSYKYR4XwjxshBiuhDiAIADAKqFEPP78qZCiHQhxDtCiLKuf9OCPO/WrueUCSFu9Xr8fSHEUSHE3q6PzL60h0JzOR1Y8sx22O32SDeFDKYnSYiykj37VPU6ciGAMSMSfF5D/Vzd73fVtFzkp8UDAMprmrUyjty3N7z0JNZUiiJRXtMMi9mkm2S1qc2FRbMKcX1JHsZlJqG+pR2ZSVYUj0wOmjE+Od7CpFbUK4oiUV7bgl2fn0V5bQsUxXeS3zu2vZO0VjU6ERtzLobtrR14ekc53F7hmRZv0d3PX9vCQTKFR6+P9T53e3+vqtGJDaWV+NV1U7XJhyffP47LxnuG4/bWDi1Z8BNdlQviLeaAvpV9KoUr1FhAb9XPqneOwWzSHwus312BBVNykZ/uGWOu2HzIp2Stej9WXcW7dG4R4mICX4tx239CrZhYA88Wjr8C2A5gsZQyG8AcAL/o4/veA2CblLIYwLaur30IIdIBPAjgEgAXA3jQbwLjO1LKaV0fNX1sD3XDYuOSJArUk6oJozMSgmYqlhI43dCqDcQ3fXIKy+cV+wzErTFmPPl/x5EQGwO3BJbNK8KGJTN99qHS0NfTCh2KIrH9aDX+cagah6safeJJXVL8wq4KrPugHNYYMx7Zchjnpdnw149OotLeGnTQk5UUxwzxFDbvO3jf/sOHuGL1Tmw9eMZnckKN7Tc+Ox1wBy/WbMKdl4/TJizUC75nd5YjMS4GbZ0KB8nUL/T62Kl5qT5b37y/d2NJPn6x5bA2+VBR14bRGQlBKyCNSIz1iVX/8z37VOqJUGOBYKspEuLMePSayT4TwA9eOVHrT598/zhyUuK1vFNqpaOX95zSvhZCePrd2Bjcefk4xu0AEcGW5wsh9kopp3V9flhKeYHX9z6VUk7v9ZsKcRTAZVLKKiFEDoD3pZTn+z3n213P+c+ur5/pet5fhRDvA/iRlLI0nPctKSmRpaVh/ciQU19fjxsfew3xqZlwd7ShrdmOxIzzuv08Nj4Rf1n2b0hPT4/0rxAtwr5ijpb49K/CoWbqDpXop7NTwZsHqnwyFT945UQ8/X/HceXUXLzx2WksmJILIYCEWDMAID/dBpMQiLMI7P2iEX8rPYXYGIEVV02GxSx0qzJQWML6w/U0PvWqtPTX/5H62qFirby2Ba+Wa0SJAAAgAElEQVTuPY21O8qRZovFD+YUoq61A4r0xNa4rEQc/LIZ7Z0KXt7jySHx2xum4fYX9+ClJZfg4tEZQZNsAsCJsw5U1jtgi41BVnIc8tMZgwPEcH1ob2K7vLYFV6zeGXQ/tPdrnzjrQEV9C2JMJuw71Yg2lwJbrAkbS7/A9ReOwqi0eKQmxOJsczsSYmPgcHXC4exEQpwFP3v1XLWNNTdNx5iMRNQ09/8xSBrDxWcoPY1d7z52ZKIVtS1t2FPRiNXby7SqRPlpNiTExeCXWw/7rNaxWkz47Q3TcPhME6aPSkW6LRb1rR1aX5mXasPbh6t9+tZnbp6BVGssqpqcyEmxYmJOCmJiwt1lTjqiKj71hIrZYGMBtb9Ns8Xi2hl5EAIwC+DqaZ7xZXVTOxrbXHArEtZYE45UNcPR4YaUwM5jNbhsfCbGZCQgOd6ChzYfREVdm5Y4868fVWgrdu+6vBiXFGYw+Xrf6P7BQiW/9J5yavP7Xl+TDWRJKau6Pj8DIEvnObkAvvD6+lTXY6rnhBBuAJsAPCyDzLAIIZYAWAIA+fn5fWw2Uf+KtvgMVYUjVKKfmBgT/n1SDrKS41BR14qRiXH43bvHsGBKLhLjzFgyZ6xPtYMVV03Cc/+vHN+6uADzzj8PozMSMad4BE43OLFkfWnAe/OEMDDCjc9Q8dEf/0c9SSpV52hHbkq8Vrng6R3l2gBlQk4yTp514Mn3j/skuqptOZezxD+BpvegQ1EkjlY3D9jvR+EbrD60t7Edaj+0fxyfqGuBWQhUNTjh7Jo4G5kYG9A/3r9gAmqaHXhhVwXsrR3YcscsbPEqqXuoqhn//vudjFEDMMI5PpzY9e5jFUWixelCjAl48qYZ2PNFA9wK8Jt3PEX5bp5Z4JM0cNncYlTUO7B623E8970STM0P3KXtX/75UFUz/nP9bsZqhBghPvV0F7PBxgKjMxKw5qbpKKtu8Um+Oirdht9vL9MmGpbPK0ZCnBkt7W4I4ck5UdvSoVXs2nG0Bv/z9fGQUnpWSuz4XNvi4XQpOC/Nhsm5qYzTARBqxYQbgAOeGY14AK3qtwBYpZSWkC8sxLsAsnW+9TMAf5JSpno91y6l9OnBhBA/6nqfh7u+vh9Am5TyMSFErpTytBAiCZ6JiT9LKV/o7pc12mxgJHDFxKCJ+tlqPT29++evs1PBP8vrUFpRD0UCyXFmrHr3XDLMnBQrri/JQ15qPCrq27B532n897xxuHB0Kk7bPbPlUkIbbIfz3hRUv6+Y6G189AdFkaisd2BPZQMq6hx4xi/bu9ViwrpbS/Dbd47i+7PG4siZJrgVYPO+01g2r9iTC0WEXokTyd9vGDJUH9rb//ue/tzJsy1468AZbTBdkBGPe+ZfgDaXGzVNTkgAbS43po1KxZPvlaG0ohFWiwm/uX4avjHp3IUcY3TQGCo+Q+lNTPhfGC6fVxTQpxZkxGPFVZNRVt2MkclWVNY5UJCRgMfePoI/3noxxmaGjjfG6oCKmvjUE2zlwzXTczF6ROjYOF7djAVrPgiIq0WzCrWytlaLCU/cNAM//Msen4m1DaWVuGpaLlZv8zxv6dwiPLszcCzx5h2zu41v6lZ4KyaklOa+vJuU8vKgLRGiWgiR47WVQy9HxGkAl3l9nQfg/a7XPt31b7MQ4i/w5KDodmKCiPomnLt/KkWRAds47rx8HH76jfF49K0jcLoULTHWb98tQ1WjJ2nbva/sx5I5hVi97TisFhMeu25q2O9Ng6s38dEf1EH0kTNN2hYO/xJgD145Ec/uKMf3Z431SY6Vk2JFTVO7Vtkg1F27SP1+FHm9/b9X90P73/nz349c3dSuTUrkpFhxY0k+7vT6mWVzi/G30lNYu6Mcv7puKr5S1IySgnR8pTDDJ04Zo+SvNzHhn0RwY+mpgBKgN5bkY/W2o7hmxij85O+faY8/fPUkFKTbBqRdNDxUNzmRZosNWJVTkJHQ7fbJSntr0GTr3l9/dqrBJ0nm6u1leOq7F+JMQ6tWCveNz07joasm4YHXDoQd39Q7obZyDKTXAdwK4Jdd/76m85x/AHjUK+Hl1wHcK4SIAZAqpTwrhLAAWADg3UFoM9GwpyYG9J89DpVo7WSdA3dv2ucz893a0YlYswVP3jQDx2paMC4zET979YA2KQF4ThSKV0bksprmsN+bBldv4kPVl9wU6iB68exCbQvH+t2ecnVCABOyk7DizcOoanRiekG6T/uunZGnDbaBczXJc5fMDFiq2Zffj6Jbb//vQ20NAs7FfZ2jHYtnF2LTJ6dw7Yy8gPLKq7eXaXf8jlU3Y83247p3lxmj5K83MeE/aVDV6MQLuyrw6+um4mh1M6QE1u+uwC2XFqC6yYnFswsBeBJa3vfqAczIT+t2coGxSsFkJXtW0fr3gz99ZT+mjUrVYktv3JAQG6MbV94bBKwWk091I/X1D55uxIsfVmpjh/FZSXj+n+Xa11ICv99ehuLMRG7lGCCRyjDzSwBfE0KUAbi862sIIUqEEM8CgJSyHsAKAB93fTzU9VgcgH8IIfYB2AvPyoo/DP6vQDT89LQygjfvme91H5RjzfbjeGZHORLiYhBjBn737jHs+aJBy4as8j+RbCw95ZNVmZmQjac38QH0rHJBKN6DaPW9qxqdWvUCCKHFl1vxrWKg1in35nQp2HakJqAN+Wk2rFw4hTE4DPU2toFz+/ZnFo5A4chEn0kJNe7/68VP8ezOciydW4RxmQlB7/j5l7CrafYtC9qXdtLQ1JuY0KtOZG/tQFlNs1aFAwBS4i1Yu8NzXn92ZzlunlmANFtsQFz2V7toeBidkYBxmUlBV9QAwccN2SlxAdVeHr56Ej4sr9W+fmDBBGzed9rnta0WE9q6bmyopW6PVDejtKLRp/RtRV2b7viA+kdEVkxIKesAzNN5vBTAYq+v/wjgj37PcQC4cKDbSESBurv7pyfYzPcDrx/EkzfNwB9uvhD21g48sGACHvJL8LZm+3HtdeytHZiRn6oleWMmZOPpTXwAgcuG1VUL43u411gdRKsl7byXfv7imsmob3HiV9dNxcmzDljMAnd9bRxWvXMMTpcCc9fFnv/dFbcCnzYoisTbh6ux6p2jWDSrEGYTdJfS09DU29gORS/uV2w+hF9fN1U3Jk0CPv2i3t3lgWgnRbfexMTojASsXDjFZwvmw1dPQqxZaLF5y6UF2jkbOLeyZ8mcwh6temCsUjAmk8AFOckhV9QEGze8ecdsTDgvSasQ41Y8qxzu+tr5uOcbVqTZ4hBjBqwWM376yrlqRisXTsGqd476tKOn4wPqP5HaykFRRkoJu90OAEhLS4MQPHEMV/7ZkBVFory2JegS/FAz33tPNSDWbIJJCGworfS54JNQfGpKr7phmra3kCcC4+pJ5Qx/vd1r7L2M8w83l+C+1/Zj/e4KLJlTiHFZSbggOxkF6YEl6tbcNB1v3jEbtS2ezPDnZyf7fH/Z3GKs313h0wbvQZB3Ai0mahs+ehPbetS4PVbdrBv3J846AibY7l8wAaPS4rF62zFUNXqqyDx6zWTdu8v91U4aOrqLCb0l8f8+KQdptliUVtRrF3f3L5iAZ28twUcn6pGXZtON3+LMxB6vemCsUjBjRoTOzxNs3FDb4kReakJAsvS7N+3zOV+PSkvAtFGp2qRYfpoNFrPJ5/0m56UEtEFvfED9hxMT1CMupwM/XP8xYixmvHD7PFbnIAA9K0MWaubbrQBOqWilmdo6OlE0MhFT8zx797g6YngItdc4WO4JvdhbuXAKclOtSE+I84mXYHfl1Kza+ekJyF0yE9uO1MCtePZOqxd/6t0ZJmqj/uAdt4tnF+rGfXungr/uOYVFswox8bwkpMRbcPB0Ix77RyVmj8vEzLEjYRLAhQWpvc7LQqQKdR6fVTQCeWnxqGl2YuGMXO2iMDXegnpHh278ZidbGYfUZ92tqMlM0h83jEiIQ0W9o9vztd6kmN77Aeh2fED9J1I5JigKxdqSYLElR7oZZADqKomPT9brLqU7Wefwef6YEQkBe/OXzS3G5n2nkRBrxvxJOfjJ3z/D3Zv24zvrPsTbh6sBQHdfNg09wfYa56fZAvaQvrr3NE6ebcGJs4HLOO/etA/pCXEB8RJsj7/39yfnpmJ8djLWfVCuDTq8787o7bnmwIR6Sq/PVLce+feLL+85hapGJ9Z9UI7x2cm4tHAE8tITcKymRcubMiUvBQe/bO51XhYa2tR42/X5WZTXtoSMi2BL4k/WOYL2nZX1bThS1RSwl3/5vGKMTIob+F+QhoVQ526zCbrxV9vSjs++aAh6vg51bOi9X0/GB9R/uGKCiMLif8evJ3eRTSYRsCx0Q2kl7p5/AfLT43Hd07t6nV+Aol+wOyN6A+afdpWRDZUYqzdx093dmZ6WfSTyF6zP9K4eMzUvBVaLGfe/tj9g4KsXm1LCZ6ky+01S9WQlo7dwV4Op/XKaLRY/mFOIJXMKoUjAJIDirETkp7NPpIGnVorxrpjxwq4KtLnc+FtpYL4p75sdPT02VMyHMng4MUFEYfG/WOxpua+YGJPustAPT9RxiTzpLqsMNmBWJAakfGyo/c4cmFBvheoz1ZURW5bNxuiMBDz3vYt148s/Nnd9fpb9JukKN5lwuGU71X65qtGJp3eUa2XA/2XsCFw0Op19Ig2KrGQr7K0dWs4n4NwWYf+S4bOLPLHZl0TbzIcyOLiVg4jC4n2xqLcUWb3Lp7dcTm+ZHJfIUzDBYkPK/ikfG85yZ6D7LSFEenrSZ5oE8OGJOgDAxaMzuo0v9psUTKgVEHr0ttKtXDgFdY523X7RO/a8yzKPTIpjn0iDJljcqmVA9WKzztGORbMKsXRuEZbOLUJOijXksUGDjysmiCgs3ndX1FnpJXMKMX1UKgoyErQLw54ul+MSeQpGLzbUjNh9LR8b7nJnot4K1WfmpyfgRF0L5j++M6w4ZL9JwYS7AsJ7NVh1kxMut8T9r+1HRV2bbjwy9sgI9FYx6lXW8L5Z9mWDZ4Wa93hiQ2klJ3QNhBMTRBQW/0GJvbUD47OT8a/jMrWBS3ltS4+Xy3GJPAWjxsb5d8zG4TNNOFbdrE1K9LV8bF+WdBKFI1SfebLOgaV/+TTsOGS/ScH0ZuLAux+9YnXo3CWMPTKKnlbWMJkEymtbcPemfT6xvXp7GdbeXMJJNQPhxAQRhaUng5Jwk2lx7x4Fo5b1HDMiARNykvGVsRn9MhBm+U8aLKH6zL7EIftN0tOXiYOexiNjj4wqWGwGi22LWXBSzUA4MTGMSClht9sj3QwaAroblIS7lJSoO/09EGaM0mAKFr+MQxoIve0vGY80VAWL7axkxraRMPnlMGK327F4zZtwuzsj3RQa4vSSEnEPKhkJY5SMgHFIRsJ4pKGKsR0duGJimImJT+LExDCjKBIn6xyobnIiK3lw9oJyD+rwEokY6yvGKA2UcI4HxiEBxulDGY/kzShx2R8Y29GBExNEQ1gkKw9wD+rwEM3VLRij1N96czwwDoc3o/WhjEcCjBeX/YGxbXwR2cohhEgXQrwjhCjr+jctyPO2CiEahBCb/R4fI4T4UAhxXAixQQgROzgtJ4ouwSoPnKxzRLhlNFQwxojO4fFA4WLMkBExLikSIpVj4h4A26SUxQC2dX2t59cAbtZ5fCWA30opiwDYASwakFYOEVJK1NfXM/HlMBQqw7aiSJTXtmDX52dRXtsCRZERaiVFs1Ax1hOMQxpK6hztWDSrEEvnFmHp3CLkpFjDOh5o+OlrHxoO9rfUU4MZlyrGJ0VqK8dVAC7r+vxPAN4HcLf/k6SU24QQl3k/JoQQAOYCuMnr5/8XwFMD0tIhwG6345antqGjtYX5JYaZYFmIs5OtQ26JHkVGX7K4D8WlojR8KYrElw1OrPugXIvnZXOLsaG0klUNKKjBqoTB/pbCMdgVWhifBERuxUSWlLKq6/MzALLC+NkMAA1SSvUK+xSA3GBPFkIsEUKUCiFKa2tre9faIcBiS4YlPinSzSA/Ax2fwbIQuxVwiR51qyfx2ZdM11wqSn1lpHP8yToH7t60zyeeV28vw4qrJjPz+zA10H1oONjfkr9Q8TnYVSwYnwQM4IoJIcS7ALJ1vvUz7y+klFIIMWBrdaSUawGsBYCSkhKuCSJDGej4DJaF+MMTdUGX6DEpEKl6Ep99yXQdaqko45B6wkjn+GDxbDEL3vEbpga6Dw0H+1vyFyo+B7uKBeOTgAGcmJBSXh7se0KIaiFEjpSySgiRA6AmjJeuA5AqhIjpWjWRB+B0H5tLNGTpZSEe7CV6NLT1NtM145CGkmDxnJXMeKbQBqNaAPtbCtdgVrFgfBIQua0crwO4tevzWwG81tMflFJKAO8BuK43P099I6WE3W6H57+BotVgL9Ej0sM4pKGE8UxGxvgkI2N8EhC55Je/BLBRCLEIQAWAGwBACFEC4AdSysVdX+8EMB5AohDiFIBFUsp/wJMo8yUhxMMAPgWwLgK/w7Dkam3Bkme242/3pCE9PT3SzaFeGuwlekR6GIc0lDCeycgYn2RkjE8CIjQxIaWsAzBP5/FSAIu9vp4d5OfLAVw8YA2kkCw27vUaCgZziR5RMIxDGkoYz2RkjE8yMsYnRWorBxERERERERERJyaIiIiIiIiIKHI4MUFEREREREREEROp5JcUxdTKHACQlpYGIZiYhoiIiIiIiHqHExNDlPfkQX+X9nQ5Hfjh+o8RYzHjhdvnsToHERERERER9RonJoYou92OW57aBgB4/Fsz+v31Y21JMFsYPkRERERERNQ3vLIcwiy25Eg3gYiIiIiIiCgkJr8kIiIiIiIioojhxAQRERERERERRQwnJoY4KSUaGhoi3QwiIiIiIiIiXZyYGOJcrS248/mdcLs6I90UIiIiIiIiogCcmBgGYmwJkW4CERERERERkS5W5RiCpJSw2+2D8j719fWQUkIIgbS0NAghBvx9KThFkThZ50B1kxNZyVaMzkiAycT/E4o8xiYZCeORhirGNhkFY5HCxYmJKOc9CaFODNjtdixe8yaScsYO6Hu7Wlvw/cc3w5aRjRiLGS/cPg/p6ekD+p4UnKJIbD14Bndt3AunS4HVYsKqG6Zh/sRsnggoohibZCSMRxqqGNtkFIxF6o2IbOUQQqQLId4RQpR1/ZsW5HlbhRANQojNfo8/L4Q4IYTY2/UxbXBabjx2ux23PLUNtzy1zWeVREx80qC8f4wtAbG2JFhsyYPyfhTcyTqHdgIAAKdLwV0b9+JknSPCLaPhjrFJRsJ4pKGKsU1GwVik3ohUjol7AGyTUhYD2Nb1tZ5fA7g5yPd+LKWc1vWxdyAaGS0stmRODAxRiiJRXtuCXZ+fRXltCxRFBn1udZNTOwGonC4FNc3OgW4mDVM9jU/GJkWKXowyHskowjnH9wRjmwZTqPhlLFJvRGorx1UALuv6/E8A3gdwt/+TpJTbhBCX+T9OxuOdbyI9PZ25JvpBuMvgspKtsFpMPicCq8WEzCTrYDabholw4pOxSZEQLEYn5CQxHiniBmKpO/taGizdxS9jkXojUismsqSUVV2fnwGQ1YvXeEQIsU8I8VshRFywJwkhlgghSoUQpbW1tb1qbLRQJwcGI/GlPzXfxA0rX47I+0erUPEZ7jK40RkJWHXDNFgtnsNaPUmMzmBVFuqd/opPxiYNlN7EqFsB45EGRX+e43uCfS2Foy/XSN3FL2ORemPAVkwIId4FkK3zrZ95fyGllEKIcNeu3QvPhEYsgLXwrLZ4SO+JUsq1Xc9BSUlJ39bIGVxDQwOWv7QHHa0tcLs7B/39Y2wJsMQnDvr7RrNQ8RlqGVzhyMC/s8kkMH9iNsYvm42aZicyk5gBmfqmv+KTsUkDpTcxWtviZDzSoOjPc3xPsK+lcPTlGqm7+GUsUm8M2MSElPLyYN8TQlQLIXKklFVCiBwANWG+trraol0I8RyAH/WhqVFDrcCRlubJFWq32yGl1L7X0NAAiy0ZUgp0NnPVQrTrzTI4k0mgcGRirwc1RD0VbnwyNmmwhYpRxiNF2kAtdWds02DoSfwyFilckdrK8TqAW7s+vxXAa+H8cNdkBoQnkcHVAA70a+sMym6341uPvQq73a593tDQAMCzleLO53fC7Rr8lRI0MLgMjoyM8UlGxxglI2N8UjRj/NJAiFTyy18C2CiEWASgAsANACCEKAHwAynl4q6vdwIYDyBRCHEKwCIp5T8AvCiEGAlAANgL4AcR+B0iwmI7VwY0Jj5Rm5gAPFspIk1d1QEAaWlpWhLMYI9TcFwGR0bG+CSjY4ySkTE+KZoxfmkgRGRiQkpZB2CezuOlABZ7fT07yM/PHbjWGYP3hXxqaioaGhoCkkq62hy48/mdSB1VHIkm6nI5Hfjh+o8RYzHjhdvnIT09HYBntcctT22DlBKrv30hCgsLIYTw2Z7CyYpAXAZHRsb4JKNjjJKRMT4pmjF+qb9FaisHdUO9kL/lqW04ceIEbnlqG27/4w50ulzaVg7AGKsk/MXakhATn6TlwFAnHyy2ZAAmLHlmu/a98vJybXuKd8lRIiIiIiIiGh44MQH4XBD358Wx+lqKoqC+vj7gddXvq8+pq6vTPurr62GxJSMmPklLammJT9JWJNz+xx0RqbzRU67WFvzH09tQXl6O8vJyLF7zppb/wmLzzKza7XYsXvMmhMUKu93uM0kB+P59+nuyoievHSwWOIFCRERERETUfyKVY8JQ7HY7Fq54Ec8uvQIAsHjNFjy79Aqt+kVfXnfxmi147Ltfwb2bPgMAPLXoX32qaty+7v8AAL9YOBXLn30HcUkZUFxtcDqakXLeWCiuNix95hPt885WB2LjPXkmOls9tYI74pu17/Xk84H8GZ/nOVux5JntUFxtcHcq6Gj1PO52dfpsS2mrr9GeZ7LEa9/z/vt4/936Q09eW/3/848F9fFN939H26pCREREREREvSOG011fIUQtPMk2B9sIAGcj8L7hipZ2AsZv61kp5fxwfiBIfBrx9zRimwC2K1xhxegA9J9G/bv0RLS2PZra3V996ECKpr8n29q/oiE+AeP/Ldm+vgnWvmiJz2CM/ncPhu3uOd0YHVYTE5EihCiVUpZEuh3diZZ2AtHV1r4w4u9pxDYBbFe0iea/S7S2PVrbbVTR9PdkW4cno/8t2b6+MXr7eitafy+2u++YY4KIiIiIiIiIIoYTE0REREREREQUMZyYGBxrI92AHoqWdgLR1da+MOLvacQ2AWxXtInmv0u0tj1a221U0fT3ZFuHJ6P/Ldm+vjF6+3orWn8vtruPmGOCiIiIiIiIiCKGKyaIiIiIiIiIKGI4MUFEREREREREETOsJibmz58vAfCDH4PxETbGJz8G+SMsjE9+DPJH2Bij/BjEj7AxPvkxiB9hY3zyY5A/dA2riYmzZ89GuglEQTE+ycgYn2R0jFEyMsYnGRnjk4xgWE1MEBEREREREZGxcGKCiIiIiIiIiCKGExNEREREREREFDExkW4AUbRRFImTdQ5UNzmRlWzF6IwEmEwi0s0iIooK7EPJyBifZGSMTzKS/o5HTkwQhUFRJLYePIO7Nu6F06XAajFh1Q3TMH9iNk8MRETdYB9KRsb4JCNjfJKRDEQ8cisHURhO1jm0AxAAnC4Fd23ci5N1jgi3jIjI+NiHkpExPsnIGJ9kJAMRj5yYIApDdZNTOwBVTpeCmmZnhFpERBQ92IeSkTE+ycgYn2QkAxGPnJggCkNWshVWi+9hY7WYkJlkjVCLiIiiB/tQMjLGJxkZ45OMZCDikRMTRGEYnZGAVTdM0w5EdT/V6IyECLeMiMj42IeSkTE+ycgYn2QkAxGPTH5JFAaTSWD+xGyMXzYbNc1OZCYxIzIRUU+xDyUjY3ySkTE+yUgGIh45MUEUJpNJoHBkIgpHJka6KUREUYd9KBkZ45OMjPFJRtLf8citHEREREREREQUMZyYICIiIiIiIqKI4cQEEUU1KSUaGhogpYx0U4iIiIiIqBc4MUFEUa2xsRHfWvUGGhsbI90UIiIiIiLqBSa/JApCUSRO1jlQ3eREVjIzHxuZxcpSWUQDjX0iRRLjj4Y7HgMUDfoSp5yYINKhKBJbD57BXRv3wulStNq88ydm8yRARMMO+0SKJMYfDXc8Biga9DVOuZWDSMfJOod2UAGA06Xgro17cbLOEeGWERENPvaJFEmMPxrueAxQNOhrnHJigkhHdZNTO6hUTpeCmmZnhFpERBQ57BMpkhh/NNzxGKBo0Nc45cQEkY6sZCusFt/Dw2oxITPJGqEWERFFDvtEiiTGHw13PAYoGvQ1TjkxQaRjdEYCVt0wTTu41D1SozOYZJGIhh/2iRRJjD8a7ngMUDToa5wy+SWRDpNJYP7EbIxfNhs1zU5kJjH7sRFJKVkmlGgQsE+kSGL80XDHY4CiQV/jlBMTREGYTAKFIxNRODIx0k2hIBobG/H9J95CbFJ6pJtCNOSxT6RIYvzRcMdjgKJBX+KUWzmIKKpZ4riMkYiIiIgomnFigoiIiIiIiIgihhMTRERERERERBQxzDFBhqQoEifrHKhuciIrmQl+KDTvJJgpKSkQgrFCxsS+jYjHAYXG+CAKNByOC05MkOEoisTWg2dw18a9cLoUrdTM/InZQ+4ApP7R6WzFD174CDExZqy/fS5SU1Mj3SSiAOzbiHgcUGiMD6JAw+W44FYOMpyTdQ7twAMAp0vBXRv34mSdo9/eQ1EkymtbsOvzsyivbYGiyH57bYoMS3wCLPHMVE3G1Ze+jX0WDRUDcY7n8TF0DMYYUMW4oWgx0MeFUY4Frpggw6lucmoHnsrpUlDT7OyXEknDZdaRiIylt30b+ywaSvr7HM/jY2gZ6DGginFD0WQgjwsjHQtcMUGGk5VshdXiG5pWiwmZSdZ+ef3BnA68RAoAACAASURBVI2nwaXmmpCSdz3IeHrbt7HPoqGkv8/xPD6GloEeA6oYNxRNBvK4MNKxwIkJMpzRGQlYdcM07QBUZ+5GZyT0y+uHmnWk6OZyOrB47XtaIkwiI+lt38Y+i4aS/j7H8/gYWgZ6DKhi3FA0GcjjwkjHArdykOGYTALzJ2Zj/LLZqGl2IjOpfzPPqrOO3gfhQMzGU2TEWG2RbgKRrt72beyzaCjp73M8j4+hZaDHgCrGDUWTgTwujHQscMUEGZLJJFA4MhEzC0egcGRiv56QBms2nojIX2/6NvZZNNT05zmex8fQM5BjQBXjhqLNQB0XRjoWDLtiQggxH8DjAMwAnpVS/tLv+3MA/A7AFADfklL+ffBbSdFosGbjiYj6A/ssouB4fFBvMG6IPIx0LBhyYkIIYQbwBICvATgF4GMhxOtSykNeT6sE8D0APxr8FlJ/UxSJk3UOVDc5kZU88AeEOuvYnxmeiYgGiskktLsX1U2efZ8cRJNR8ZxOg603Mce4oWjXX32tUY4FQ05MALgYwHEpZTkACCFeAnAVAG1iQkp5sut7it4LkLF5H0iZSVacqGvB0r98GvEyNURERqRXzmvNTdMxJiMRNc2Dc/FHFIr3eb3TLXHfa/tRUdfGczoNuP4qdzjYE2pEfdGbuDd6jBt1YiIXwBdeX58CcElvXkgIsQTAEgDIz8/ve8uoz7wPpDRbLK4vyUN+ug13zC3Cn3dXoqrRibs27sX4ZbMjPnM30BifZGSMT+PwL+eVZotFWbX+hK76fKMOPPoTY9QY/AfIBRnxuHv+BThe04IOt4KVWw9jfHbSkD+n+2N8Do5g5Q57Oo5UFIkTZx04XNWEsppmbCw9BXtrx5CfUGN8Rreexn00TRoP+eSXUsq1UsoSKWXJyJEjI90cwrkDKc0Wi5tnFmDtjnL86G/78Pvtx3HzzALkpFiHTckmxicZGePTOPzLeV07Iw+PbysLGJBU1juw9eAZXLF6J779hw9xxeqd2HrwDBRFRqrpA4oxagzeA+ScFCtuLMnHXRv3YtU7x/DsznLcWJKPekd7pJs56Bifg6Mv5Q7VSbV///1OLP3rp3hmRzlunlmANFss7tq4FyfrHAPV7IhjfEa3nsS9Gt/qmOA/1pfixpJ87VrLaDFu1ImJ0wBGeX2d1/UYRYiiSJTXtmDX52dRXtvSp0GueiB955J8rN7uO7Bevb0M187IY8kmIhrW/Pvc7K5yXiohoDsgqW5q172DYqSBBxlDX8/r3j9f29yONFssAM+kmd653WI26pCTIqk/xpdZfv0jELrcofd77j/dENBnqmPR4XKTjPpPf14vdacnca+3qmL19jJ855J87WsjxbhRt3J8DKBYCDEGngmJbwG4KbJNGr76a++eKivZioKMeORn2LBoViFE10ts+uQUqhqdMJvAkk1ENGzp9bkPXz0JD31zAk41OKFIYHx2Egoy4lFR16b9nNVigqOjM+gdlOG2jJ6C6+t5XW9L5v98fRyqm5wwm4RuDLZ2uAfq16Eo1V/jS7Xcof/reI8jgy1nXzavSDdehQg9uUHkr7+vl7qTn2bD2ptLUFpRD0UCb3x2GnfPv8An7oOtqshOtiInxQp7a4ehYtyQExNSyk4hxFIA/4CnXOgfpZQHhRAPASiVUr4uhLgIwCsA0gBcKYT4uZRyYgSbPWT1de+ev9EZCfjltVNw4qwD6z4o1w7eZXOLsaG0EvPGZ2Jybqph9jsREQ0mvT7399vL8J9zxmLtjnN95oqrJmHNe2U+e0UL0hNgtZh8BiIcXJO/vp7X/bdkqiskrBYT7l8wQXfSLCuZMUi++mt82V25Q70LxmVzi7F+dwUUCd0+0yR4k4zC09/XS6EoisTbh6t9Ynrlwin4+gVZPtdP6qoK//iutLfi+pI8jM9ONlSMG3JiAgCklFsAbPF77AGvzz+GZ4sHDbBQe5gKRyb2KMOr/3OEEHho86GApUVPfWcGUuItg/a7ERENJkWRqKx3oLqpHY6OThSkJ2DMCN8+U6/PXTAlN6DPvP+1A9iwZCbaXG5tIA6g2zuHRMHO62oeCP/zuf85XP15vW0bKzYfwtPfvRA/+PMnPgPmuq7XHsrJWCk83Y0v/alxWOdoR6zZhNYOt0+cBiupHGw5+6JZhdj0ySksm1vsM7n26DWTMSM/FfnpjFXquXDjOZhg11Xej9tizQExffemfZicm+JzbVbnaMfDV0/Gfa/uD5iUe/SaSfjXcZmGinHDTkyQcQSbbctMsvZo2ZLec357wzTdg7fO0YHbX9xjuCyxRER9pSgS249Wo6y6RUtcqddn6vW5ZpN+Tok2lxszC0f4PB7qziERoB9jBRnxON3gxHfXfeQTm1+/ICvgztwfbi6B1WIKmuskLsaELctmo7rJCZdb4n4DZ4GnyAk1vvSnjiVXbj2MG0vyfSYSgsWpGmvBLhiFAKoandhQWhkwycv4pHCFE8/BBLuu8o/vYFuQapqdGJ2R4PMaP/3G+VgypxCKBKQE1u+ugL21AwUGjHNmIqJuqXv31AQr3nfggi1b8k60pvecijqHbsKWM41OJmsjoiHpZJ0D+0416lbT8O7v9PrcqXmpPU7uZjIJFI5MxMzCESgcmWi4gQdFnl6MrbhqMu7etC8gNg9WNQacw+97bT9WLpwCc9c+fG/qto3CkYnISrZiyfpSbVsHz+/kLdT40p86llwwJTdglU6wOFVjLViSQNm1jePu+Rdgcm4q+0zqk3DiOZhg11X+8a1uQfKmjgn8X+O5f1Yg3mLGszvL8cR7x7VSuEZcSckVE9StUHv3erJsSe85f9pVgUevmYyfvnJuadGdl4/D8/88qfsaRETRrrrJk7iyuz7Tv881CYETNc146JsT8cDrB32WGxtxYEHGp3deD3Y+r2oMfLyirg25qVZMzUtBQUaCz7nce8DbX0ubaWjqLjeENzWWgq3S0YtTdXvSiMS4gDHnyoVTkJtqxcIZuVwhQf0inHgOJlifebqhzedxvS1Iat/74Yk6n+dWNTrxwq4K/Om2iyEhDb0qiBMT1CPqHTj/gURPli2pVTgWTMnVKnC88dlp5KZZ8eYds1FZ78CnXzTg+X+eRFWjU/c1iIiiXVayFclxZiybVwS1gtimT07B3tqBkYm+/Z3a547OSMAb+77Eg5sPI80WiyVzCpGfZkNtSztm5DNJMPWe3nld73yeEm/RHs9JseLaGXkwmwCL2Yz89ATkpydg2qhU3YF4sDFCdrIV5bUtIXNT0fAQbHzpz3vVg15MjUiMQ0lBCi4pHKmNNXd/XqttT1L7z3FZSbggOzkgtw9Rf+hpPAcTrM9UFN+4D7UFSe81YmMErBaTVh2pJ/kBI4ETE9QnPSnRlJ9mw9KvFuP+1w5oz3nwyomoOOtAVpIV/zouE20uBfbWDgC9W/pERGR0+Wk2pCfGYdWr5/rC5fOKkWSNwYm6Ft2B8sk6h7a8vqrRidXbjsNqMWHtzSXIT2cfSf1H73y+cuEU/ObtI1rVLO+9/Wt3lGt7+IMNxPVec81N03GoqnnQSurR0KDG0sqthwPuFC+bW4xfvnUIN1xUgAe8xpqPXDMZq945GtB/blk2m7FGhqTXZy6fV4y1Oz4PiHt1C5J/LPu/RkFGPO6YW4wb1+7Wfvbhqyfh99vLDJf7hxMT1CveM20Tz0vChv+YiaomJ3JSrJiYk+IT2BX1rdqkBOBZkvTzNw5iyZxCFDS1Y/SIRCZrI6Ko1pO7D5X2Vtz3qm9f+Pi2Mvzm+qnYf6oRY0ckYozfxV2wZZ0Ws2AfSf1uQk4S/nTbxWjt6ER+egLqW9tRWtGI0w3tuPeKC/CTv38WsPc547aLMTIpTjfm9ZY2Swn8++93BrzOQJTUo+gTqi+dkJOEXy2cCpfbjT8vugS7y+vQ5lKw9UAVFs8ZGxCfP3tlPxbNKsQT7x3XXp9bicho/KvNjEyKxYYlM9Ha4YZJCPz3hr2oanSitqUDi2YVIslqxoxRaXBLz8/5973+/W68xaxNSgBdeYJePaAdG0bqgzkxQWHzzhibZovFLZcWBM0wrygSh6uadAfWigRaOzoB9H3pExFRpPSkOhEQfJLh8JlmPLuzHHlpNoxKsyEm5lxCq2DLOrOSudWN+k+wGJ6QkwSrxYSqRieOVTfrxu/O42fx7M7yoHfc/M/vuz4/y7wTpKunFQmsFhMeu24qHnv7GHJSrLh5ZgGO1+jHp9kvzT+3CpORdFdtZkJOkraivKrRiZf3nMItlxbgluc+Cjne8O53g/W5Qvh+bYQ+mFU5KGze2V6vnZEXMsP8yToHymqadTPHmgS4FJmIol5PqhMBCJkZ3ulScP9rB3CwqtHn+/2R5ZuoO8Fi2K0gIP68ecdvT6ttBDsOeLFIPa1I4HQp2tjy2hl5WL29LGiVgpKCdPafZFjdVZvx74OvLwl93aUn1NjD+2sj9MFcMUFh877rFyw7slpH92SdAxtLz2WOTbPF4vqSPIwZkYDMpDgUpNsi8SsQEfWbOkc7Fs0q1O4+bPrkFKoanQF3H/T2ji6bW4z1uysAnMsg758UkFvdaKAFW81T2+LU4u90gwPjsqbgeE0LFAmYBZBui8XTO8q15/fkjltPclPR8FTd5ESaLRbXzsgL6E/943Nj6Sk8es1knKxzwOlSfKoUqGPNcZlJyE2xYuvy2TjTxP6TjCdUtZk0WyzOtrQjzWbBhiWXwuV2o8nZGbT6jPp6/lug9PpcNccEYKwJO05MUNjUmbc0WyzOz0rSMsyrJw814/bWg2dw9EwT7K0dWL+7AsvnFSM53oIVmw8x4RURDQmKIvFlgxPrPij3mWzYUFrpc/dB3UOqDjAaWtvxSWUD1u+u0KoRFWTEo6G1E7e/uDOgj+RWNxpIOSlW3WoxmUlWmEwCozMScKy6GWcanVi741ys33n5OO01enrHrT9K6tHQlJNiDdgevHxeMQoy4nXjc0Z+KsaOTMTaHeWoanRyrElRwTuPii02BgUZ8QB8q26ox8Ktfls2zs9KCtjeWZARr1Wf0Yt5vT43P82GGflphuuDOTFBYRudkYA1N01HWXULftyVaMh7MH73/AvQ1ObSclCoM9gt7W7d5UdGSLZCRNQb3lUzAE+/tnp7GdbeXKLdfdDbN/2LayajKDPRpxrR/145Ebe/uId9JA0qRZE4VNXsM+GwfF4x8tNtMIlzg+hDVU3acwBPfP723WNYNKsQ6z4oD+uOG/NKkR63goBx4ksfV+K8lPiA+CzO8sROh9uNlQun4O5N+1DV6ESbi2NNMi698cDDV0/CSx9V+FTdCLZlY+vy2QGrH1ZcNRlL1peGjHm9PteIfTAnJihsJpPAmIxELP3LpwGD8Zf+YybONDnx7pEarTzT+t0VWDSrEPlp8Ux4RURDSrAl8E6XW8uWrbdv+t5X9uMn/3Y+nvveRWhscyEnxQpHu5t9JA06vfh8fFsZln61CP/zt8+wcuEUjEyMgyL1t25OyU3GlmWzDXPHjaJXTXNgf7pgSi7ufnlfQHw+e2sJ5j++UyuHuPbmEljMAm0u9qNkXOW1LQH97X2vHsCG/5gJl6Jo1TiCxfGZJmfA6odg45BojHkmv6Re0Tt5qAfML946jOLMJC3RSlWjE0+8dxxfNrYx4RURDSnBkkp9dqoRV6zeia0Hz+CMzv5op0tBfasLtz3/McZlJWHqqDRkpzApIA2+oJNrnQqcLgV3b9oHITw5JfTiM9UWO5jNpSFMrz81m/QnxD468f/ZO/PwqMqz/3/ObJklyWRfTEhgSEL2AMaNQhSivNRflFWxtlhbaF5rEaq1bhWtQLW4i2up1oW2itYF5aVUBS1acQkqO1kIJARCErJMklkyyzm/PyZzmEkmiAkWCedzXVwmk8mZg9znPs+5n/v+ftvk1+taHZSvrpBb0pU8qvB9RBQlqpu7QxcRunsYnxZD0YhoLhgdN2AcG7RqwNftcL4lDkt8+LASFFYKEwqDYqCLAAnmFqfx4Lt7WTQlM0gJuSDVzP2zCxV1ZAUFhWFDKNeMRVMyeePLBpxukRUb9uD2isd1M6hrtSGKkuLAoXBK+CbFdqdbZFtDB7EmHYtLg+/rN12Sxa/XfC0X4URR6nt4BYUTJlQOPCfAVcOPXqtC18cH1OkWqW+zhTzGitmFpEUrYusKp5YDrTa8khQynnvcYlAOTYs2sqLPM9OiKZkseuWrfrl2OK0dlFEOhUGRFm1kxaxCub3Ov0ARVII8H+Uf4VCroCQzng6Hi4feq5RfK06PYYIlVmn9VFBQOG0JFJWqauqiprkbg1bFr0szCddriDZpuf2NHUGzo3qtiiVluTyxqQa9VsVXBztwuEWm5SUpooAK/3VSzQbum1nA7W/uCBK1fOGTA4Bvkdvl9PLiJ3X8bEI6T109HpdXZP9RG8//54As3qrM8SsMlcB86hMGVIMEi0szgwQxl5TlEh6mZuGUjCDhdZNOg0olMDUnkVXziqmoa/PZLb5XiVatUgQwFU4Joiix/6iNyqZOtGrf89LD71UFPT8dbLfz2MZqsnvH4t7d08TqLfv507yzabI6Meg0/HnzPupaHSH1I4bL2kEpTCgEEagUmxChR6OGI9YebC4P6dFG1GqBlu4eDrc7efj9Y0WGnKRIuhwu9rfY5BYl/wgHwLgRUbImhf81vVbFemURo6CgcBriX2jUtdkw67Vo1QJhGhUZCeHc98891LU65AW0yyPJhVpBAEmCLqebdrtLtgttt7vkhcb3UZBK4fRHFCXqWm0ctjrocno4K8pAZqyJT+vaaOly8sCcIupabYyOD6fLeUyU1R+jjVYn9/6zkoVTMlAJsHJjTdDxT9eZZoVTjyhK1LfZaOrswdbjIT4ijDabi5+9sI0Fkyy8vrWB+RMtco5dsSE4x7755UGmZCfh8noBqG+3B4kBglI4UxgaHo/IrkYrjVYnyWYDecmRaDQDDx4EPk95vBJ3rt1BXauD4nQz11wwkvISC6IEKgHiw8N4/j/75RwKsGLDHuYWp/G/q7fK9rfzLhhJc5eTv35a3y/XDhdBYaUwoSDTVyk2PdbAdRdmcM87u4KUkAFe+aKessIUBAHCNCpaupzEmMJIijJwxw/H8Pwnxyzw9FoVRp1m2AizKCgonNkE5spoo66fvV3gg9yydbspL7GwcmMNb3zZwKzxqahVkJds5rGrxvHkpmpmjU9FEKClqydolyNwYdPXl1xB4dsgihKbKpuobuqWY7U43cyPzhvJyo1VlBWm0N3cRU5SJM99vI8JGfHcP7sAh1vE7RX5dWkmR209vFpxEEkCkWBrOzh9Z5oVTi2hYtO/3ow26ggPU3NFcSqiBKPiTKzYsAeXR+JXkzMQBGjudHJDaRaPb6zif/KSEEWJlq4eFkyyAMes7JU1p8Jg8XhE3tp2iDvf2hnkpDGjKCVkccLjEfmktpWKujZECd7ZdoifTxhFV4+H+PAw9rXYeK2iIeg5af5EC1anG4NWTVVTFzdPzebFT2pZODmDxEg9De12Hn6vina7i8WlmSRFhs61p/u6YciFCUEQUoD0wGNJkrR5qMdV+O8TqMydbNZz27QcOp1uHphTxKEOO+u3N+Jwe8k7y8x1JaO5J8AjenFpJk//e498wfzyQgtP/7uWdruLh64YiylMrSxiFBQUTluCfcfVcq6cNd5n6RVt1PHLCy2kx5nosLl5cE4h+1q6ae52MW5EFMXpZqZkJwWNc9w8dQyzx6dy34a9ON0iz35UK3uPA/0sxQJ9yRUUvg0HWm1sb7Cy9utD8s7zuSOjqWrqorxkNMsC7ud/mFmASacmTKeiqrmbB/5VGWBLl4+tx8267YdZUpYb9Hun60yzwqnFH5urNtfKhd7UaCMOl4cnrx7HgVY7dwSMGd08dQxalSDnTX/XxK8vzmJElKFf3gzsSlPWnAqDYVejVS5KwDEnjcyEcIpGRAe9VxQl/m9nI7e+vl3udLh1WjadDg/3bdgrv3bLtDG0dbt49uP9AJydZmZUnJG5qz6VY/fusjye2Vwjdwf5Y/mxjdVMzU0K+sxQ3Rmn47phSIUJQRBWAHOB3YC392UJUAoTpyF+Ze5ks55rJ4zkxoDEvqQsl99OG0PdURsujygXJeCYddP8iRae/KCGxzZWU15i4d6Z+ew90kWUUcOv/v5lvxlrZRGjoKBwOuDvkFixYQ9lhSmkxRjk9mJBgKyEcBaWZtDp8PC/q7fKOe6ey/NIiNDx9cEOfjUlk1/+9cugvPngu5WUl1hCeo9LEv0sxZRWZIXB0mrrIScpkhGTjTS023l/9xHZWnHV5tqgOPvdmzt4YE4RzVaXXJTw/2zJ2p2Ul1i4ojiNDTsaKS+xMG5EFOmxptNuZ07h+4G/2HvHD7NJjzPR0O7gt//YhtMtsqg0o198PvhupdxN4e82a+50khgRxt6mzn55c+Um35o0OykSlQBb9h09LXeSFU4djQM4ax2xOikaEfzeA602uSgx7/x0Vm7yPR8993Ft0GuB64T0WCMdNne/4sc963bxwJwiKpu6eH1rg3ysJz+oobnLyeiE8JDdGXOL0+SuzdNt3TDUjokZwBhJknpOxskonFqSzXoWlWaQmRAh3xTAd3H425ETI/XsP2oLeYEKwrGvNSqfoJtXhM/2t1HX6ggSw7zAEss56THKTUFBQeF7z4FWmzzv2bfjoXBEJONGmJEQ+i0q7n57F3+adzat3S7abe6QeTMlyhAk4OZ0izR1OmntdinjbwonBVGUONzh5NbXj4lVP3zlWG569WsWTLKEjLPKpi5UQmibRlGCu9/exfyJvhGll39xnhKTCoMm2aznSKcep1tka117UCFClELHYFqMkYVTMoI6dpZOz8fhFkO+f9yIKLySxLTHPlI60BS+NclmQ8iu7ySzXu5WaLX1oFOraLQ6yUoI5zf/M0beqBB6c+ms8anyGgKOrRPKSyykxRgHzMXPflQrd0sIvbbNbq+ExyPK3RmBHUJrKuqZNT6VJz+oOe3WDUO1C60FtCfjRBT+O4iiRG1LN1v2HaW2pVu2m/F4RLb1tnmqBFgwycLCKRkkm31tb/7FyKrN+ygaYT6utZheq8ISZ8Ir+vynvb3XmV8Mc+XGGrbUtlLfbv+v/b0Vhh+SJGG1Wk/1aSicATR1OikrTGHlJt/Ixq8mZ7BgkgWPV0T0giAIbG/okDvOfjU5g4VTfO/psLv40+ZaDDp1yLxZ3+bg2Y9quXbCSG6dNoZFpRloVAIN7fZh40uu8N0y0H3dz/6jNnnhChBt1CGKEtdflMG5I6MHvJ+LEse1ufUvkI069Xf7F1QYlvjjtrbFhl6r5pl/14QsRISKwRiTjlWb9wU94N21dicatTDg+/0C7P733/Tq1xxotX2Hf0OF4UJeciTLZ+QH2XEun5FPTmIkG3Yd4ZZ/fE1Ll4uNe5vRaVTMnzSKrXXt/QoZQp9ib7JZz+LSTMamRhFj1B03367cVM0VxamoBFg0JZMla3ewq9EalNv97/NrAPqPcTqtG4baMWEHvhYEYSMgd01IkrRoiMdV+A7oK27prxhPzUnkk9pWHn6vkqvPTec3r20Lqrxt2NnIRdkJZCVGMG5EHo9vrOo3lnHTJVk8/58Dss2YhMS67Ye4+7I8nvqgOug89FoVXpHTqoKn8P3DarXy8yf/iaAJO9WnojDMSYzUo1Yht2GuqajnirNHEG3S4XB78XglRAnSYw38fMIoWu0uRAnUAmhUKu64NJvWLidLp+dz19pj4ll3l+Xx8ud1ON0ij7xfJYtkrtpcy+3Tsrnx4iweef+Ypdi9MwuU8TeFIELd15+4ehyjYsNps/egU6k42O6QF67JZj3XXzSaquYuRAl2H+7sZxW6bHo+rbYevKLE7dOyg2b5/Taieq1KXiC7veI3nKWCgo/A3eW+XTyLpmQSrlezqDQDf21tc2VzP6vQRVMyue2N7UHt6uB7KPN4xX7r03tnFuDyhu6kUNahCieCRqNiRlEKmQnhHLE6STLryUs2U99uZ8WGPZSXjA7KwYtLMwnTqNBrVUQbdZh0apaU5dLc6ZQ7LwpTIrlhSiZWp5ttDR18sLd/rN99WR4ddhcLp2QAkJ0UQV2rnZe2+OJ+oBET/6bw6Tg2P9TCxNu9fxROAwLFLeFYxXhN+flU1LVRVpgiL4L9P19TUU95yWhWbd7HVeekMSLayLUTfLuAi0szcbi9ZCVEgAD3TM/D4xEJ06lo7eqhvGQ0T31QzcIpWVz3161BN5U1FfXMHp9yKv93KAwDtGEmPF5P0Gv+Tgqz2YwgKC2aCkNnZKyJc9JjAFhTUc+CiRZauns42O7gcIeD9Fgjn+5rYUlZLtVN3XIrcnqsgdum5RBrCkOlEnjuo31BlqHPbK6hrDCF7Yc65a408OXe+zbsZXFppvx+lQDj06KUtmOFIPre16ONOqqbulm2brc8erRgkkVeDJdPGoUkHeuoUAkQodfw4BVFAMSH67jl9e2ycNpNl2Tx9I/H4XRLCMCBNhs6jcDSy/MwG3X8eXMN0/KTQp2agkIQgUU0/8x9YNwKAkTotbR2u3h9a4Mspp4ea+SxuWPZ1diJQavGK0pcVpRCj8fLNReks2JDJYD8EHjv+r398qa/+0cRYFc4EUI5W2g0KopGRAdpSvi7KZeF0N1bXJrJ7dOysbu9skD2zyaks2x6Pk98UM1PfzCSmpZuYow6MhMjKEw189ctdZSXWMhNjiRMo6Kh3RFUqLirLFcuSui1qgFHTManRRMepmb2+JTTTktl0IUJQRDUwLWSJE0+ieej8B3iF7cMxOkWabX1kJkQgd3lkVuRZ41PJUKvJic5ktrmbu6dWcCRTic3/2NbUCXvn5/VMSLaSLutB7NRx8F2B+9sO8Ti0iz+ueMQFXVWwjQqVs0rpqKuDa/oW9jfOi3ntKrgKZw+s6e3MwAAIABJREFUeJx2Fqz6gNd+O4OoqKhTfToKw4TUaAM2VyR5Z5mpbTlWfPCLA5eXZKDX+lral8/IJzFCT1ePm71HOnm1wrfIDrQR9ZMW7dOYUAvIvw++3Oxwe3nygxp51yMtRsmZCsH0va/7XWLmT7TIu8avb22Qd5EzEsJpt/cwMs5Eu91NXLiOR96rpKLOKndL/GzCSBxuEZvLi63Hg0oQuPHVr4I6KlZvOUBVczfLZ+STFm08df8DFE4bAotogS3tyWY9884/ZrmcHmtgSVkuVnsPKdFGOh0eosO17DjYwTmjYnmid27en3uTzXp0GoHbpuXQbnfx0wvSeXGLz4UjMG/6dVUUAXaF43G87vL6dntQsSIxUo8hoDBQmBLJgpLROHo8JEfpaWy385dP6uVCWWePl4q6wzxy5Vj2HunqZ49bNvYsHvxXFUvKcjDpNPxh/Z6ggsfSdbvlot7DV44lLzmyX1yvmF3IxNFxIW1MTwcGXZiQJMkrCIIoCIJZkiRl0Ps0IDFS36+ylh5roMPu4Y43d7BgkoX0WANzi9NYU1HP1eemBynM33RJFtFGndw6dM87u/jzNcXUHe3GK8Gj71fLi+/HNlZx27Qctuxvky/g1GgDzV3O07KCp3B6odErC2WFodHXfuuxjZXMHj+CCL1WXkzAMXHgxaWZxIWH9Ws5/k+Nr5Oiprk75A7fIauDJzbVyG3yyWa9vBtSmp3AhNGxJEQoCvIKoel7X/c/8AU++DVanaz+tI7FpZlE6DUctjq5JeDevnxGPhFhh/mg6ihL1u5kcWkmgLxrvaQsN+jev2TtTuZPtLD9UCd3vrWT8WnRSju8wjcSWEQLDzs2sjEmMYIH390rb4zNLU7jLx/vY/b4NMqD4rSALodLdkRqtDpZtm43f5p3Ni1dPUFOcvfOLGB8WhRpMcfy5tScRNaUn0+j1Umy2UBecqSSUxX6MVB3+ap5xZSvrggamUuK0HOeJYZFpRnEhesI06i5JWADd9n0fO6bVUBDm4OW7h4+2NvE7LPT+LCqpZ/bjN/R8IriVHQaNR/vOxpyM7kwJZL1iybJa4JpeUlkL5pEc5dzWKwVhjrK0Q3sEAThPUBWkFE0Jr6fjIw19aus3TYtR07mr29tYNmMfBb+/UsWTs7g75/XyVU+gL99Vsf1F45mydu7AN8F8sWBNpIi9bzyxX5ZAdZvZ+P0eHni6nHyRWKJD1cWLwoKCt97Qu2Y+Nsvr78wo5941Y/PSyM91kTlkc6gB7iVm6p54urxLPz7l/12+Pxtyi9tqQOQdSYCd0MKUpTRDYXj0/e+rhaOiQX23YgAcHp8KvCBVosH2+z8fOIoJuck0OnwkGw2sP9ot1xEW9a7S/fkBzW+Y7iDXbiUOX2FEyEhQi+PW2hUKlZtDi7ibtjZyC8vyqDT6eamS8bIuifgi7M739oh58fA7rPmzh6WrA12RLrjzR2sXzRJzp+iKPHunqZ+u+CKK8fwJ9RYxvH+zQfqLt/baJWfiQxaFW3dPbR19+CVBFZtruX+OUVyUcLfeX6w3Y5Bp+aR3o3bZdPzcbg8GHXqkJ8hSj778drmLjITIkKOaWQmRgTl2+H2fDXUwsQbvX8UThNMYSoeuXIsXU43DR0Oqpu7g3ZV6nqtQEdE9xdx+/mEUSRH65mcFUduShRqFWQm+CrdgQqwfuGV/UdtXF541nETwLdNGAoKCgrfNfuP9t8x8e8SH7X1BIlX/fj8dO5+e1fQAtu/YHa6RWqbu4IKvKs27+OOS3Mw6dT87q2dQWMdoXZDhoKSX88MxiRG8Ojcsbi9Eu22Hm68OIu/f14nj29EG3X87tIcDrTaONrtIishnOsuymDvkU5ECd76+hAJkXpSogzcu/6rfkW0RquTsIC24L4uXMqcvsI3IYoS+1u7WTo9n4Z2Ow++WxmkL6FRwS9KLOzpjcnDHQ5+PmEUz2yuDRK39HcC+TfAnvu4dsCHvMCC2UC74NmLJg2bBzqF/gw0lnG8gpS/gNa3uzxcr+Vvn9dTVphCj0ckNlyPAFzfu/Hg6Dk2Du8XyS4rTKGqqYu7ynJ5+sMalqzdSXmJhdQoA3f8cAydPV7gWHeaSgC9Rs29/6wkPdbA3WV53LPu2PriiavHIUmwZd/RYXtPH1JhQpKkF0/WiSh89xxotbG1roNVm2tZMMnCE5tquO2HY+R2uoQIHalRRtJjDZwVbeCw1Rk0R724NBOTTs3PJlqC2pkWTclEowKr03eB6bUqspMiWbZuN+NGRJGRGBHyfAaTMBQUFBS+S0RRYk9jZ8iFrlmvRqUSWDG7kMYOBznJEfzvX78MWuz6F8xPflBDeqwBk17Lw+8H7ww2dthJjjLSbncFfUao3ZCh/D2U/Dq8CfVvfOPFWRh6HV+6etz8fcF5VDV188IntVwzwUKsScvcc9OCfmfRlExWbd7Hb6dm9xtR8j/8ZSaEy50+S8py5fEjZU5f4UQ40GrjmQ9r+M3UbHTq4Jn86y7KwKRTsbuxq9+as+/omxQgEKxWweLSTDRq1TcKWw60C650+wxvBlOQ8sdV4FjmbdNy+OOGPbKgcKCeg//YxjANeq2KWeNTWVNR3++9d5XlYnW4iTHqONThwKRTy3nU/3wFsO9oNwB1rQ6e2VzD/XOKONJh59xRsdQetfH/Hv9oWN/Th6SMIQjCfkEQavv+OVknp3Byaep0BnlEp8caCNOoWbW5ll0NHYyOD+dwh53rL8qgpbOn3xy1//sjVke/hXhOspk3vmyQL75nPqyh3e7CqBu49jVQwlB8pRUUFE4VtS3dVDd39fMTL043Exuh58F3q1j8ytc8urGaDocn5GJX6G2nX1KW10+te+WmarKTzbz4SS1LynKD2u7vnVmASvA9cA4VJb8Of0L9Gz/yfhVHbS5+/mIFD79XRY9HxOHycNW56dzyj21sresIGZNlhSnYeoIdjvwPf4umZPLHDXu4d2Y+5SUWilLNPDK3iPWLJg27RbHC0BFFidqWbrbsO0ptSzeiKNFq62HW+BH87IUvqGnp7t0NzuGmqWPweL1ICCHXnCN6hVX9BbQ3vmyQv89IiOClLXXUHfV1YgTm0hWzC2m19cif79diCUTp9hn+HK8gNRCNVicvbfGNsi+cksH8iRaqm7spK0yRCw3+46hVghxXf968j3suz0OtIuR7l67bjcPt5dY3dvCnzbWY9FqSzXo51kcnhHNWtAG3V2LhlAySzXrqWh0c6bATEx7Gpspm7ugz3jQc7+lDHeUoDvhaD1wBxAzxmAonGX87r8PtJTspgvRYA5srm/nDjAI+P9DGHZdmY9RpuOPNHdxxaS67DlvJTIgIeTG32lzo+xQbnG4Rp9vLkrIc6lrtPL6pRp6fTowMG/C8lAq2goLCqSRw1CHZrEeSoLqlm1crjrkYON0+lfjrJ2dy/d++DJof9S9K+u7UZSdG8OCcImqaukPmuL1HOpmSncSbXx7kr/PP40ink6qmLh74V6WsJD/UBz4lvw5/Bvo3TjEbWDo9F6NOw89e+IKFkzN4YcsB5k+0EB8eFvJ31CpoC9HBk5EQwX3r99BodbLrcCfZSZHkJpuVYsQZzPFGxPp28aTHGrjn8ny0aoGlvQWxXQ0d3HRJFoc7nFz3163Mn2ghPUYMGZcI8NAVhRh0GlZs2CMLAy8py+W+9Xtot7tIijKSFq1n/aJJNHU6cXsllqzdIVve+h0VFFeOM49Qov/fVJBKjPS5vPgRBNBrBDwiQdo84WFqIvVqVswuYF+LDVGCpMgw0mONfLKvdUANCf/Xgdo9TrdIa7eLW17fHtTJtqainvHpMfzkuc9YMMlyRtzThzrK0drnpUcFQdgK3DWU4yqcPDwekfU7G4OCfcXsAo52u1jwUgXRRh0rZhewcmMVd16aS7fLgwA0dzpDXsxx4WE8sakq6DP0WhUmvQaP1ye8NfvsVFQCZCaGH9febjAJQ0FBQeFk4F9Ar9iwhyvOHsGoOBMxJh0mnZp2u4vVn9axcHIGSWY9eo2arw929JsfDQ9LY0lZrrwD7W/JdIsiWrWAw+0JmeOSzAYeencvN0zJJMqg5SfPfRb0npte/ZoxN0xidMLgFxtKfh3+DPRv3GZ3kR5r4qZXvyYrIZyCVDOJkXoa2u1BGimBv5OXbKap0yH/LPDhz/8wOCkzThFkPcPxeEQ+qW2loq4NUYJ3th3i1mk5ciE1sIvH77Bx3V+3yg9VhSmR/GyihYq6NlZtriXaqCM3OWLAIm94mAa7082KDXsoK0xBrYLC1ChWvl8lu8A99O5enr/2XPnh7NKVH/XbVfZ39wwn9wKFbyaU6P83FaTSoo3cMCWTO9/aKf/OvTMLKIrSY9CqeWyjT7fnmgvSOXDUjtMjBo0g3T87n3EjokLGsxTQDOnvrvT/rKalOyhuV26qZtW8YtzeY0W7M+GePtRRjvEBf4oFQbiOoXdh+I89TRCESkEQagRBuC3Ez8MEQVjT+/PPBEEYeTI+dzghihKfHmiVixLgC/Z9LTYe+Fcl0UYdN5ZmoFWrWDBxND0ekYNtDgAiwtTcPHVMvzbj9dsbmD0+Lej1u8vyqGnuonz1VuIj9FyUFceMsSlMGZN43KTvTxiBx1Iq2AoKCiebUK3FB1ptrOidGX1t60HqWu1sqW2l3eZb7LbbXTjcIo9vqkYCWSH7lxdaGBVn4qZLxjAixsj7u45QXmLhsavG8siVYwF49P0qjFoNJp2637jG0un5GLQq7ptZwIyiFFq6e0Luguw50jmkkQ4lvw5/0qKNLJ8R3MLut/psaLMTbdRx3UWj6XJ4EEWJzMQIRkTpufHirKDfWTY9n6YuB0lmA0/8aBw3XZLF/IkWbE63XJRQXGIURFHi/3Y2Ur66gpUba3j2o1rmFqexYsMeuZ08sItn1vhUWXx1TGIEN0/NYvHFWexttCJKvt3neeen8/x/apEkuG9WAYtLfS3sfr2Uu9/eSavdLRclcpIiUavgouwE7p9TxJqKem6dliPnteN1ivndC863xGGJD1di+QzAb6e5ftEkXik/74TGz+rb7XJRAo65vHhESR43uuaCdADiIvTYejxkJYRz89Qsn/WyXsfLnx/od+9fUpYrjyL5X5Ok3ueoy/J4raIh6DycbhGvKMoF6Ne3+jo5h/s9fahFhIcCvvYA+4Erh3hMBEFQA08ClwANwBeCILwtSdLugLfNB9olScoQBOEqYAUwd6ifPZw40GrjiDU4SSeb9YyOM7Fwcgb5KZGoBIFDHQ7iwsNweUVMOjWJZhOSJBETHsbi0kzOijJwuMNBtFFLfKSJl3ttRNNiDNS3+cRZftMrmnV7r0XTibQVDUf/XQUFhe8XoQQCn7h6HJF6LddfmIHV4eK2aTnsOdJJ3llmtCqBhEiJp388nthwLeePiuGw1UGkXsNjcwvpcHi58dWviTbquKI4lenjUul2ummyOjAbdNhcXlweiZ2HO/GIIklmPffPKeLAURs9HpEnP6hm+tgUJo6OQ6NRDbjrXdXURW5y5KBbNJX8Ovypb7fzyud1PHbVOIw6tawREa5XE6HTUjQiiuYuJ1FGHSa9mpbOHhIi9SDA/IkWRsYaOdBq5+H3fLvPf55XzP6j3Tz8XhV6rYoH5xTx/LXFpMealNhR4ECrjVv7bHT5xX6bu5yMjDWhU6u4eWoW6bEmTDoV+VeOxenx0thhx6RT4xUlspMj6XJ6uPuyXN74sp6f/8CCV5RwuUUyEyP4/eW5HG53sOqj/TRancRHhBFrktDrNPxxwx6mj00hLcaIWa/m+WvPDYrNUPk0PdaAQase1k4GCgPzbew0RVHiQK87oR//6KbN5eW5n/o6GCQEdh2y4hUlTDo1v744i1e+OIDDHUV9m52Z49J4b1cj988pwuHykGTWI4qiLHjtL1RE6jUsLs0k1qSj3e6SP0sQfG6IkXptUNfH6k/rKC+xkJUYQU5SJKPihl8sD7UwMV+SpCCxS0EQRg3xmADnAjX+YwuC8AowHQgsTEwHft/79T+AJwRBECRJGrpq2GmOfzewprmLZLOe9FgDda0Oks16riuxYHeLvLb1IPERGUE2d3f8MJu0GCOVTV2Mjg/nmX/XUJqThNXuIi48jEfeq2L7oU4Aqpq7g3zNDxz1Vcu/7bzTcPPfVVBQ+H7RVyAw2qijuqk7qB3TX2gwXKCWd0SK081cWZzOXW8fa+dcenk+r1XUyzt9/t3AK4pTSYsx0tTp5J1th7jmgnTUApj0eu77Z2WQJSiAKIHN5XuIHBlr4t6ZBbKoVaDl6ITRsUPKjUp+Hd602nq4rDCFulYbD79XJc/03/7DbA62ObnnnV1yfFriwulyenjyw50sLs1i3fZDTB+bwpMf1Mgxd+faHdw8NRu9VsVNl2Sh16m4MCth2C18FQbHQN0IahUkRer7aUv86qIM7nrbF4O/vNACwL6W7iC3gwevKMIYpuHL+nZ5NOS6CzMYGW+Su3WMOjWSBPf/ay8LJ2fi9noJ06hwi1K/IkPf1v30WAM3TMlk7qpPh7WTgcLQEUWJf+48QlVTp1zcChzdNOnUrKmo539LRst6Kf7c+dSH1VxRnBb0THXP5Xm89Ekt51niOdThYGxqFKvmjeeItYe48DAqm7p4YlMNjVYnj/9oLHeX5dDh8ARdH6PjwxmXFn1GbTIMtTDxD2B8iNfOHuJxU4CDAd83AOcN9B5JkjyCIFiBWOBo4JsEQSgHygHS0tKGeFrff0LtDi69PJ9XK+q4ZoIFjQAr/rWX30zN5pZ/bAtarNtcXm54JdjDfNXmfbJNzvSxKWw/1Bm0cAZf5a/Hc2z+abjNO32XnGnxqXB6MRzis+9ietb4VPnGP9DXANdMsATlSKdb5K63d3L/nCIqj3TJRQl/gSJwkfLKF/XcO7OA7h5vSEtQlYCsv6NSCYxPi6K8xIIogSTB6k/raLe7lFx6AgyHGB0sOrWKVrtLnm8Gnxq8x4tclAgVn49trOKOH+ZSe7Sbx380jr1Hulj9aR2NVidqFZSXWJhgiSX3LEXkcqgMp/gcqLurOD0Gr0hQAbisMEUuStx+aQ41zV0AQbEabdRxsM0e9CC2aEomz/y7hntnFsjfr9iwlxumZLHyqnG8+J/9rN/VxMLJGTzxQU2/Dt2+nWIGrVouSsCJ2UWeSQyn+BwqtS3d3P+vPVx1Tpr8/ON/Vpo/0SJ3By0N4Wp0/5yifuuFpz6sobxkdJAG1bLp+TjdXn731k55w0KvVdFhc5Nk1nPPuq+CjnHL69vJTzHLGwxnQswOSmNCEIRsQRBmA2ZBEGYF/LkWnzvH9wZJklZJklQsSVJxfHz8qT6d75xQ9mF3vb2T6y7yCQRpNSp+OzUbAQZcrPt/b9m63ZQVprCrsZO6VgcpZgM3XZLFI1eOZU1FvVzNXlyaKVuFDsd5p++SMy0+FU4vTtf4DNSUMOo0QTZxguBbEP9qcgaj4oxyzhOE4JzodHtD7g46XR75vf4Z6r6LlLLCFBraHPz+7V39ZkIXl2ZSmGpmVNyxPJkWYyI7KZJnP6rlyQ9qZGcOJZd+M6drjJ4MbD1ezHqtvLN367QxnJ0ehUeUvjE+K5u6eGxjNZEGDU9+UCPfzw93OFi5sYaW7h6lKHESGE7xGUq3ZsXsQiZYYmnuCi4A+/PsvPPTqW/1ORYE2tVD6HWnPz7b7W7un1PE6k/rqGt1cOdbO+ju8TA2LZrbp2Xzt8/q5Q7dvgRqSdhdofP48ewizySGU3wOBVGUqGuzMbc4jVe+qEdAYuHkTI502H2j69EGWawyVDw5XP2tw8sKU/pZMy9Zu5OzogxBIx1/mFHAs/+pZc+RLiVWGXzHxBigDIgCLgt4vQv4xVBPCjgEjAj4PrX3tVDvaRAEQQOYgb4uIWccA7Xa1TZ3cfW56Sz/P1+xIT3GwOLSDF6taKDR6hzwYlOrwCv6Lp76dgdPflBDslnPH2cXIIoSI6KNaNQC49Kihn17kYKCwvefUHZ1y2fky2JWkWFqrrkgncc2VvPwlUVBO4CB7ZvJvbuDgfZgagHS44wc6vC5FxwvbxrDNDRanfJMaEGKmUi9lsTIMNJigvOkogehMBjMRg0FqWZf2/yFo4kw6Pj6YAfF6dGkxxqOG58eUfQ5yAR0O948dQzPfby/t33+pOiYKwwjjpenEiL6d1NcUZzKmop6bpuWQ12vZX1gjvU/7AXij89oo5abX9su7yr7HtB6cLq9uLySXEj7pq4yxZ1I4UQ40GpDq1axpqKeq89N50hnD2u/PkR5yWgefr+aBZMspMcaGJMYwaLSDEQJXt/aEDBupOkXZ2pV6Py7u7GL+RMtqFVwgSWWxIgwbp2WQ+WRTiVWGWRhQpKktcBaQRAukCRpy0k+J4AvgMxevYpDwFXA1X3e8zbwU2ALMAfYNNz1JQbyjg58PdTFodeqSIoy8tIntdw6LYe9Rzqpb3fIs9AvbalDLYS2oclOimTFhj0sKcvliU0+PYl2u4utde3MGJsitxWNjBv+7UUKCgrff/p2jdW1Onh8UzVrys/H4fZi1Kq5ctWnRBt1qFUCf5xVQO1RGxqViievHs/SdbsoK0zhsY2V3DezgCOdzqBW48RIPZMy40iJMsgFir55Mzc5kvpelfp2u4vR8eGUZh/fpUjRg1Dw4/GI7Gq00mh1kmw2kJcciUajCvpZq62HdruHlRurWDo9D7cXtjd0IEqwZO1Orr8og3abK2R8FqVGsa+5C71WjSDAMz8Zz+7GTp77eD/tdhdLynJJjAw7VX99he8xffOUKErsb+nmaLeTZdPzWbLWVwB+Z9shbrx4DGWFKfxxwx6WTs/D5ZZYPiOfo109GLRqDltD58+xI6J48ZPaIG0evVbF/qM2MhMiqGzqOuEO3cHYRSqc/gQ+FyVE6FGroNHq7Cd+GqjJJ0q+LodH3q9iwSRLUMfDroYO7irLY1tvjn1n2yFZe2JucRovflLLPZfnBWlMjE0NbRnqE8H2PU+NjjeRbNYzLS+J3OQI0mNNQXpTZ2KsDrUk3ioIwkYgUZKkfEEQCoHLJUlaPpSD9mpGLAT+BaiBv0iStEsQhKVAhSRJbwPPAasFQagB2vAVL4YtobQjHr5yLFNzEnl3T1PQ7uAfZhbwu4DAXj4jn9YuJzPHjwjygr5tWg7PfbyP++cUotcKjE2L5qsAAaIbpmTS1u3k7svyeOqDarky6NeXyE2OBFB29hQUFL43hOoaq2t14HB7OXdkLB9WNctzzzEmLbV2d7AH+ZxCIvVaBAFMYWpe+aI+qGuiqdOJxytic3nJO8sctBjXa1X8/rI87C43AE9ePQ6zUcv5I2OVHKlwQng8Im9tOyR3+Pjv4TOKUgBYu/0wv3tzB/MnWnju41qijTqcbhG3RyLFbMCk15AWNZonP6zhvlkF/eJz+Yx8DnXY6XZ50WvV6NQq/m9bA6mxJn5dmkl9u4P4iDBZA0VBYSBEUWJTZRO1LT7x1WijjvISC2kxRo5YnUQbNahVYNZr8Xhhx2GrvL6c/4NRROg1LJueT0O7nVcrGmi3u7h3ZgEbdhxi7IhYNle39RMEvvHiTCZlxDFrXMoJrT2VbrQzj1DPS4tLM3lpS508JjktLwkg6H2LSzMwBBQS/B0PyWY9F+cl8au/fyk/Z906LYfalm7+OKuQ6uYuzrPE87dPfY6FYxJNxEfoqW7qkjc76lodsnaff5NXr1VxsM3hK5bEhTMyLpy0GBNje92UztRYHWph4s/Ab4E/AUiStF0QhL8DQypM9B5rPbC+z2t3BXztBK4Y6uecLoTSjrjp1a9Z84vz++0O/mvnIVbNK6ap0yf888IntSwuHcOda3cwtzgtSAhrSVkuXlGktqUnqNJ378wCwsPUjIg20NzlZHHpGHY1dtLl9MjCbDsOdfLrNV8rCscKCgrfGwZq3U2K1LOl9igGrYprLkjnln9sY9W8s+W8B76Z6EPtDm7ZuF3OhbdPy8bpEXnk/aogASuzQUt9mw29RsWqeWfjcInodSpqm7t5+t8HuGFyJpZ4I2MSFQFBhRNnV6NVLkqA715/51s7Sesdm/RvOvjHNH55oYU2m5t73jl2/777sjzm/2AUn9a2Ea5T8/RPzsbh8hCh13KwzUZzlwtJgqf/XcuCiaNYv6uJRVMyeXRjNe12F/93wyQlZhW+kf1HbWxvsMqF3Uark9cqGriiOJUR0UbUKoFzRkaTGKmXH+oCc6rfSca/Fo0LD6Ol00FZ0Qi6nG4enFNEba/Nsn/deVa0gXNGxnyr+FS60c4sQj0vPbaxWnYSvOnVr8ldPAmrw83eI50smGTh9a0NbD/YwYISC4tKMzDq1IyMNaHXqpg1PlXunEg265lbnBZU9Fg0xaez12h1YnW6GTUli5+98EVQMVirFjjY5sDmdAdt8q6pqOfSgmT53JVYHXphwihJ0ueCEJQgPEM8pkIIBtKOqG93yK8nm/X8+Lw0EiP1dDrdCALsbeqios7KrsOdlBWm9BPCWrZuN3++pjhoce50i9zx5g6e/snZ6LUqmjp7aOt282jAwtxfvT4ZCscDjagoKCgofNv8EKp194mrx7HzcCcH2+wA8mhGu939jWJsfV0P/AJW/h3rRVMy2d3YCQh0OT2MjDVSVpjCQ+9V8fiPxiq5TeFb0WgNfa9v7HSgUfUvuKXHmfjf1VuD4vOed3axat7ZpEQbqWrqovJIJw6Xlz8FxLH/9zMTwykvscgPfg9fOTZImPVEUe7jZxaiKLGnsTMoJv3WioGbXy/+7Jx+AoChcuqydbt5cE4RyVFGVm6s5Orz0vF4JZ76sEY+1h9nFQ6q+0yJzTOLgZ6X/I+q0UYdX9Z3yCMT6bEGls3Io63bzfwXK+R4W3pZLstn5FPfZpePN5CgsH89sKQsj4W9RTj/z+98ayflJRYMWjVFI6JYVJqBV4Q1FfWEDuH2AAAgAElEQVTcOi3nez+q8d++foZamDgqCMJoQAIQBGEO0Djks1IIQhSlAbUjhN7/ZiWEM/fctCBbmj/95GwOttnRa1V0uzwDCrG021whX7f3eHjnqwaSo02EaXx+03qtiq/qrbK1mP+9zV3OQRUmBhpRUTowFBQUBpMfQrXudve4eX9PM6s217JgkoVoo45rLkgnLlwXlFdDiQX2VZIH3/dZieE8MKeIxg5fscPq9PDcx7U8MKeIN75sQKcRONTh5CfPfa7kNoUTJtlsCHmvjzbqsLuOiQe+vrWBRVMy6bC5Q8Znp9PDqn/vo6q5m/ISCyNjjdx4cVZQ58+9MwuYYIkjNdrIhNGxg24dVu7jZxaiKLHjUAfGMBVjR5jlmAz10PbFgfYTzqkSEo0ddq6ZYOGhd/fyu0tzeWBOEQ6XhySzngmWOFlr5ducqxKbZxYDdU36VQivKE6VixKFKZHMPTctqPMHeh0N39nNX+efi16rlo83kKBweoyB+RMt7G3sDPlzUfJtiNw8NQuAnOQIZo07l1Fx3+8i2am4fgZlFxrAr/CNcWQLgnAI+DVw3ZDPSkHGHxSLXvmyn+3cvTMLeH3rQZ64ehyLLs7qV5WuPNJJrEnH4tJM3tl2iJykyCDbPP9xNGoh5Otx4WFkJkXy3Me1PPxeFTe/tg1bj5d12w/1EyUarGrsQCMqB3qF4xQUFM5cBpsfVCqBkbEmEiL0tNp66HZ6SYsxsmCShTiTlmsuSMfh9vLIe5XcXZYn5z+/CHAgoV7Ta1WoBYEbXv6Kh9+vJtKg47PaFhZNyeTBd/dyzQXp/HFWIbe+vl3JbQrfirzkSJbPyA+61983s4BupwetWmBxqW8d0Gh1sqainqQofcj4jDJoqWruZklZLuE6NU2dPbzwyQHmT7SwcEoGT109nvFpUWg0Ktla0RIfPqjFpnIfPzMQRYl9zd2s39HIZ7WttHS5WLJ2p7w2DfnQ5hFPOKdqVSo6nV4eencv884fyb6WbiqbumjocJAWY/zWRQlQYvNMJJSt7V1luXxU1dy7kRshj2X88qIMlq3bPWCxrK7VTofdJedd//EC0WtVpMeasMQZscSbQv5c6j3+iGgjM8amcGl+MqMTBpdv/5uciutnSIUJSZJqJUm6GIgHsoELgYkn48QUfPiDoq7VwepeYZVFpRmsKT+fs9OjONcSy/YGK9sbOvpdVM9/UodJr0EtwM1Ts1EJEvfOLAi6uBZNyeQvH9eypCw36PXlM/JJjAzr19Z86+vbWTY9+BhDUY0dqOXqTPPtVTi5SJKE1Wqlo6ODYW7WM6wZbH7wF3Rv+cfXVDV18/MXv+Dm17bz7Ee1pEYbeWxjNaIEFXVWXv68jvvnFLFidgG5Z5lZenleUH6LNem48eKsoNeWlOXS0Nsp4XSL/P6dXVwzwdcOX9fq4LGN1agEQcltCt8ajUbFjKIU1pSfz1M/HsfKq8bRanNR2dRFh8PDS1vq5OJCWWEKB1q6uPuy4Ji9+7I8PKLI/IkWVm3eh1eCl7b4uhyf/KCGZz+qRadVnTSBS+U+Pvzx59T/9/hHLHz5K7pdXu5+e1fQ2jQ7KaLfQ9k72w5xV5/1ZUZCOL/9nzFBr914cRYqtcCIGAN3XpqLXiOwYkMlz35US3ZS5KBjVYnNMw+VSmBqTiKr5hWzqDSD+RMt/GnzPq79wSg2LJ5ETrJvk/bH56Wx58ixDodQBYWYcB2mMA0mnZqnfjyesSPM/QrH984swO5yEx+hR6tRsXxG/+esN75s6B2dixh0AfhUcCqun0GNcgiCEImvWyIFWAu83/v9b4DtwN9O1gme6QQGhX9RATBhdCzhXi2vfFHP9RdmcLCPbV2yWc8VxalIEhSkRrGjoQOr00tju40nrh7P9oYOecZpbnEab355kGd+cjYuj0hiZBh5yWa+qGsLGZBatcD6k6RwrHhMK3wXeJx2rnvpczQaNat/OYWoqKhTfUoKg2Cw+eFAq40VG/Zw67ScoGq/38FgwSQLYxIjSI81sP1QJ4te/ko+9uLSTBZOziAlykB4mAaH28Nz71XJvuPZSZH85eN9nGeJlz/P6RapauoKGm+zuzxKblMYFBqNiqIR0RSkRPFJ7VEefLeSaKOOFbMLaLe7ePKDGpLNemaNT6Wl2805o6J55MqxdDrdmHQaVCrY32JDEOCqc9JIjTbSbncBvhi8f/bgZvUHQrmPD3/67pyG2mGubbH1cyGYW5zGK5/XU17iK1zsPdLFnzfXUlaYzNM/Hs/RbhdNnU7+/nkdN0/N5sF3K5k+NoXzRsXwSvl5yhpTYVDUt9spX10R9O9+x5s7WL9oEukxRpbPyMcrShxs98WpfzRuTUW97Fw4bkQUL392gCNWF7f+MJvP9rdh0KrRa1TyiFFylIEOu4swrZrb39jB7dNySIvRs7g0k/jwMOrb7bJ+z4rZhd97PYm+nIrrZ7AaE6uBdmAL8Avgd4AAzJQk6euTdG4KHF9hvqHdztziNA5bHbyz7RCLpmSyclO1PD/t73bQa1Xcc3ke7+6u5zxLPHsbOzknPYb9rTZ+MzWbIx12bijNwqBVc9GYhG/87MRI/UlTjVU8phW+K7QGExrNUGV0FE4lg80PTZ1OygpT2BuwG+IXZrv5H9vkY91dlsczm2vkRfSNF2fxwicHALjmgnRGxpqIDQ/j/jlFfLG/DYdbZMWGPVx1ThovbamTPy9wftX/fVqMktsUTpxQAmNAkIaESoDFpZm88kV9SIetSL0Gg05FVVM3NpcXtQAmnRqrvYf75xRR09xFSWY849OiT+qOnXIfH/6E2jn1a5/0Fby8qyyXaKOOPUc6Wf1pHTqNQE5SJC6PlwtGxxJt0JJoNvD7d4JtFB98dy9zi9NQqcDlEZmcnTjk81Zi88xkoJ3+pk4nXU43j2+q5veX5fHUhzXys9OGnY2Ul4xm2brdRBt1APy/wlTMBg37W7oxaNVBz1WLSzPpsLvodnnp7jHw64uz8Egiz360j//JT2HlxirKClO4ojiV4vQYJlhOP9vwU3H9DHbVbpEkqQBAEIRn8QlepvVaeCqcRPxBsWLDHrmKd96oGOrabKgFlVyImHd+Omsq6pk/0UJOUoS8+AbfxfjUhzUsKs2Srcb87UXPfVzLVeekUdnYycW5SSE/+7sMSMVjWuHb4h/TsFqtp/pUFL5jBpMffGLBatJiDEGiwaGE2e5Zt4sH5xThdHtp6e5BQCI+XNdPSPj3l+VxriWGj6uPcsXZIzBq1UE70Eun5/PkB9Xy935ng1FxJiW3KXwjAwmMjUmMoLq5C73WZ1m3+3AnJp2a307N7nePX7ZuN3eV5dDjEfttSgiSxEPv7uWGKZmMTY066TGo3MeHP303ql7f2sDi0kwcbm+/vLp03W4ev2ocAD+dkE6EXsuNAbG9dHo+f/l4n7ymzU6K5JkPfQXilZuqeXBO0UkbM1Ji88xkoI1Vt1di495m6loduLwSV52TxitfBD87hSq23XhxFrFGLeUlFkTJVyQ26dRIkm9svt3u4vGrxnHX27totDr5RUkGz1977mkfc6fi+hlsYcLt/0KSJK8gCA1KUWLoDLRjkpMUwQ1TsrjzrWNFhT/MzEevUeN0+7yjV39ax6zxqYRpQgsQlRWmyEUJOGZx88iVY+lyujgr2khTp++f0B90/62AVHx7Fb4NVquVeU9vwu2w4fEe353YX8Qwm830sTVWOM34JqkQUZSob7P1twGbns+StTsHVNO29Xh4dGM1jVYnj80tYtHFWf3svn7/zi4euqKIlRt9o3TJZj3zJ1oQBLjAEsM5aTEUp0cH5UlAsahTOCEGEhhbedU4Xq1o4OapY+h0unn+kzquK7Fgc3lCxnKy2cAv/xYcu3e/vYtnrynmyavHo9eo+aKu7TuJR+U+PvwQRYn9R23Utdkw67X8cVYht73hE/Rtt7s4K0pPWO86NBCnW6THK7JyYw2/mpzBo+8HFy7uWruTF352Di1dLvYe6WLZut1BY3BqFYOyrB0IJTbPLDwe3yjl8hn53PnWTvm5acXsQpas3cGVxSPQa1XsP9qNUatm+tgU32iSxzvgJsYj71excLLP5lMQYGxqFJVNXbJ2D8C2Q1Yarc5ebaqwYRNz/+3rZ7CFiSJBEDp7vxYAQ+/3AiBJkhR5Us7uDGKgHROdRuhnYxNt1NHc2YPTfcw6zK8/odeqeHTu2H6VwoGsQkVJQqfRsCDAuzfQCkZJ6ArfR7SGcCTA03X8rgm308aCVR/w2m9nKDoTpyEnalXlf9/eI51BubKu1YHD5aG8xEJmQkTIHZT6doe8mEiI1LOltnWAXEnIfDtrXAo6nTooTyoWdQrfhoHajvVaFTqNQJI5jDGJEazaXMszm2u549KckLHc3NUT8jgOl5dOp0eJR4UTJlQO+/O8sykvsaBRqchJiqCzx03MAFb2sSbdwE4dbpGPa1o5f1QMz31c2+93TWHa/9rfU2F44fGIvLXtEHe+tZNoo47yEguj48PJS46k3eHC5ZEI12l83T4uLy9/7tOUEASIjwg7bsw6PaJ83y8vscgbFXBsnFMZFRo6g3LlkCRJLUlSZO+fCEmSNAFfK0WJQTDQjsn2Bms/kaFZ41N5bGM1r1Y09HPTuHnqGERJ6mdtM5BVaLRRJ1fAAz9XsVJSGC5o9MZTfQoKg+RErar87wslyGZzeUk2G3jw3b39LJcXlx5Ty146PZ+j3T1yASIQvVZFQ7u93+8PJGalWNQpfBv8bceB6LUqvJLEXWV5VDV1c+faHdx4cRbtdhf3rt/T7x6/pCyXo909oe/zJp0Sjwrfir45LNqo47DVycqNNfR4RHYctvK7N3dS1dTVLy8umpJJdXM3i0szB7QGNenUhIdpQjrFLVm7Q4lNhUGxq9Eqd0k09sbrra9vx+byEGsK44riVO7bsJeXttSh16opLxnNcx/X8sSmGiobO1k0ZeCY9Rcebrw4i4wAW1B//r3AEs36RZOUgu8QUZThvicMtGMiSmDQquSKdLJZT1q0Qb7oupxuuaVYkuC5j/eTnRjO9VMy+Mu15/BpbSteEZ4OEHg5Ng5SgEY9sKWd0iWhoKBwKjmeVVVgfgp8X2CunDU+lRiTDofLwz2X57P3SCf3zynicIeD0XEmTHo1d0TnEBeh46F/7eWH+WcFCQkHakyYwtQ8+G6l7M5xPDGrEz1vhTODUGOagXETSs/p9mnZNHf20NLlK5bVtTp44ZMDLJycQXx4GFEmHc9few5HrE4SI8PQalTc/Nq2kPd5CUmJR4VvRWAO8wsHW+0uFpVmkGI2AL4Yane4eWfboaB16JqKeu4uy6Ou1YZe43toC9TsWT4jnwi9hoYOBz1uT9Dvrv7U1xqvxKbCN+XNUDRaQ997j1idFKREkZUQIT8/rdhQSbJZz8LJGVjiw4kyarj9jR1cdU5av5i9d2YBWrXAA3OKePGTWn5RkkF5iYW0aCMt3T0kRoYxYXS8UpA4CSiFie8JAwm1qARQCUKQEvdh6zFr0O4eb1ArXLJZz7mWWOY993k/dw6r080jV47FK0qkxRjITTZT325XrJQUFBS+l5yoVZX/fYGWX31dCx6dOzZo1tl/rPISCw3tag519KBRCUFiWGoV5CZHotMITLTEk3eW+YT0dhSLOgU/JzLWo1IJTM1JZNW8YqwON3uPdNHV4+G+DXtZMMki7+A1Wp08+G4V4Pv+8avG8fx/9jMtP1mOeb8ItloF49OimTAqlgarQ4lHhW9FYA675oJ01AJEGHQ8/P4unG6RxaUZcs7tKxR492V53NNrGQq+dWl5iYWCFDNqlcA9AW4cy2fks277Ifm9oMSmwuDHIZPNhtBOhmY9KpVAWqwxxKi7wE2vfh30zOQfA7HEhdNm66Hb6ebpf9fSbnex9PI8dBrISoggyqhhfHq0oiF1EhnUKIfCyce/YxLYGuRTgdXhcHt5aUsdS6fns3KTb4TD3zrnV0b2/94VxalyIaLR6uSlLXWUl1hYMauA5TMKyEmO4NKCZApHRKPRqEJ+rjIfpaCg8H3gRPOT/33tdherP63jt1Oz+4lX3ffPPSyfkd9vlGNUnImXtvjEg/0tnv6ZU4D9R21c/7evaLA6sMSHc74lDkt8+HEXIUpeVfBzomM99e12yldXYNKpfZsNHhGnW+T1rQ3EGHX9RjdunjqG5et3U14ympWbqqlrdbD60zrZ6aA0O4GSzHh0OrUSjwrfGn/MpMcaiDRo6XZ5ueedXXIcv1rhW3v6c255iYVH5xbx+I/G8fJndcwtTpPjrd3uYmSsicSIMK7/25dyEcLpFrnzrZ0sKctTYlMhiMGOQ+YlR/a7zy+fkU9eshmAHo83aPRooGemOy7NISMhgr98XMvSdXu49597mTU+1Sfe+vYu9jXbWPjyV2jUqm9cDyh8OwbVMSEIQgaQKEnSf/q8/gPgiCRJ+07GyZ1J9HXACA/T8FH1UaxOD8Xp0az9+hDbDlqDXDgemFNEZVMXAAsnZ+D0iKSYDUGVQP+M1aLSDM4ZFcPIuPDjfm6gonxtS7eiKK+goHDKOFFnoL7vc7i8/do5XR6JtBgjj145FrcooRKgvs1OS6eTdrtLFrzyC1v6WTglA6dbpK7VRlq0kYYOO02dPdhcHtJjfJag33Q+p7NdmMLQ+DbjSNFGHR5RYvmMfMLDNBSnmznPEo/D4yX/rEgemFOEvcdDS3cPz328n0arE694bEwjMHYnjI4N6sjoG49p0UbFNUZhQPwxE2fScc3zn7NgkqXf2vKlLXX85afFdDm9hGlVeEWRxg4HVc3dtHxaJ49oqAQYnxbF3iNdA4izelhcmkl2UgTpsSYlNhUGPQ6p0aiYUZRCZkI4TZ09xJh0qFU+7Qm7y4tRp+Hrg638eV4x2xo6sMSHh3xmWjglgyc2HVsHON2ivFnhdItEGXSkxxq+dWfPYMZTzjQGO8rxKHB7iNc7e3922aDP6AzG74AxMtbEpsomHG4vogRb69q5eWo2YQFaE41WJ5VNXTz7UbCisb+9rm8bU3F6zIAV6L7OG4qivIKCwn+bgW7YJ+oM5H9fWrSRL+ragvJgslnPNRekc81fPpdzmn/kY8FECzdenIXd5QmZO/2CV18d7KC7x0Oj1cnD71V9Y25UHI0U4JvHevxx73R7ufuyXP6wfjd1rQ7SYw1cf1EGd7/t26W+bdoYHt3YfxRJqxFOaEwjMB6Ve7zCieIWRRZMsjAmsb+rUUpUGC3dPexrsSFKoBZgdLyJ5TPyuPOtXbKDwcNXjiUtxoTVETrHCgjER4QxKcM3o6/EpsKJjkOGWjdoNCryks0caG3kN6993W+s8w8zC3hsYyWX/H/27j0srurcH/h3DQwMwz0TIAhCRIi5GyNq6gk5bVJttLFao9HaX6o2OelNkza9WVsvNb2YnjbWaHpJm7bqaWtiU6uJmtOaaNVTbyTN/WIIAhIDhAEGGBgYZq/fH8PemcseGGCG2QPfz/PwGGY2Mwt897v2rL3Wu6bno87uDLmM3pd6LaD+u661C+uunzWkmT3Mu+EZ7lKOPCnlocAH+x+bPKIWEepanDjZ2InNr3krxf76tWq0u9xwuT145Bbv1DoAeOvUWfzys3OxelEp7lpYimJbCiZYk7D2qilBleNDFWnTw4ryRDSa1A772o2v4zO/eRvXbnwdu440QFHkkF/nhcNncM9fD2rTNfMzLfjutdPQ7fZgZUUJ8jMtcLkVbNxzEl+/eip+8eopvHDwQ8w4LzNoCujqhWXYedBbDPOZynqcbOrUBiUA5kYa3EDLKHzj/s4/VOKrW70X0fmZFtx6WRFOt3VjZUUJ7lpYCmtSQtByjjWLytDS2YMfB+xsMNhUePbxNBg1Nlc8UYnte+tR39qFh2+cjTWLSpGfaelfTjQVH7a5/K5VO3s8yElLxhN3Xo6nV13ht0uB3jT7B5bMwObXTuF7fzuMutYuxiYB8F9K9JWPlWL1olL8Znk5irLP7bIW6rqhr0/Bv6rt+Pb2g1gyuyBoWed3nz2EK0pyoEjvzMkHrvNfSvS1j09BYaZF+2y1ZlEp7r1mqraDl3o9YE4QQxpQYGyHZ7gzJrIGeC5lmK9J/Rrbe7Q1T4A3eNftPIoV80uw5Y1q3LdkOmxWM+xdbnzpj/u0kbd118/Eiwc/xPHGTm2ZR0XpRFw2ecKQTh5WlCei0RSqw566umJIOafG7sS3t3u3P37qrVqsWVSGjBQzvvGXA1qevG/JdHS43Ojs8aChrQsAcM2sfKx++t9awaspeenIS0/G3rpWLJldoFWK19uOlLmRBjLQsp7qs51Bcb9xz0nc9bFSZKSYtesANW5fOlSPFfNLkJxowuSJqfiwrQuTJ6bC2ePBqgUlUKR32nxS4sD9Pft4Goyak7OtSVg+r9gvFh/61Exkp5rR5fYEXas+tPMofvnZS9Hr8aAgy+o3VV2dZl+UbcX7didSkhLx29dO4eDpdgBAU4cLkjmWcK4gsNujaH164AyDUNcNW1fNQ2Vti7b8wnfm5I1zCyEEMHVSOupbu/Cjl7w7c6yYX4KiCSmoa+nGCwc/xCdnn4fNr1Vr7/v9T83A7VcWo8PlwVNv1aK1qxd5GUNbxsG8G57hzpioFEL8V+CDQoiVAPaOrEnk7O3TDV71BFu38yhSkhO1rWzU5+977jBuvqwISYkCxxu8yzxy0pOHPEUo1J7qrJJMRNEwUIc93Nc543Chs8cTlCfX7TyKDpenPz9asPHWOX7FrzbursI3njmApEQTfv7ySWx6pQpnHN52hNrfnLmRBqIuowgsnBoq7nPSknXj9qNTc/HXffVINAl86y8H8PBLJ/BOTSvWbN2Pjbur8PieKu/66D/9e8C7cOzjaTBqbN44tzDojvP9zx+Gy63A2RNcy8flVvDvD1rxVnWr7sy3xEQTJqYn44Hnj2D1n/+tDUqo8cfYJFVda5c2KAEEzzAIlT/Vmwi+syDULW+3vOGd3fONZw4gw2JGsS1Fq83zQWs3trxRjYopuXjkZf+ZkQ88fwRdvR5seqUKrV29wyrQytgOz3AHJr4K4E4hxKtCiJ/1f/0TwAoAayLXvPGpeEKqbvCq65tcbgVtXW7dE/J4QzvuWzIdackJ+OlNF0NKDHk6NCt4E9FoilSHHfg6vndLVL6DvN959hBcfR6smO+dLn/XwlJtqUdXrycoD5bmpgUtlWNupOEKFffW5ETduL0wJw03l/t/ULQmJejG70CDeuzjaTBqbIbKocmJJtjSzLrx61HO5d71u47h0Ok2vHmqGdVnO6EocsD4Y2ySaqAbFooiYU1K0JZb5Gd6rxXUQYgdB7xLMNX/BuZNdXbPg586t7Rox4HT+MENM5Fg0o/5S87PClqeNBSM7fAMaymHlLIRwJVCiI8BmNn/8AtSyj0Ra9k4EKrY2wUTvcHrWyBl9cIyPPVWLQBvMBdm6e/Vm2JOQFuX22/a3YZlc3D1tDzUtXaFVQmWFeWJaDSpHXZgUaihdtiBr6POcNAraAkA2dYknO3o9W7P6DNl3ulyw5qUiMuKJ+DFgJ0M6tu6cHFhFrp6+1AUYlcOonDoxf26670XyoFxW2xLQfEEK8wJAisrSrB9bz0AIN1ixs9fPul3rbC1sm7AQT328TQQRZGQEvjpTRcDIXJoaa630PDDN87GPX89GBR/S2YXID/TgtsuL8Ytm98Kmoo/UPwxNgkIXQBzUoYlqIikGnffXjwNM/Iz8e3F07B+1zEsmV2ARBMwPT9Dd7DBkmgK6uOPnGnXlnH4vm+xLXXAJReD7bjBvBseIeXQ7qbHs/LycllZWRnrZgAYvDqrb4C7PRL3PXcItfZuv4GGFw6f8Vt7tXphGYSA35o/wHtCbV5ejlVPVbIS7OgZ8h/WSPFpZG1tbfj8H95Bb3cnXB0O7XHrhDwobpf2mPq9p68Pf777amRlDVQaZ1waUoxGOz7VnDfSDtv3dSZlWHD0TIfuIO8ZhwurF5XqXoCo9XyYJ2NqXORQtVBbZW0LPAqw8+BpfOsTU+FRJL7V378X21Jw98IyfO9vh/3iWJESj79Spdvfzy+dyLiNrjEZn4HXpt7ig2W4/7nDutePevF7S3kRnnqrFp+9okg3Pl+4uwIX5nJNfZTFfXyG+px0UV46PvnY60FxtXXVPMwqyPL7DKVeT0gJ3Z/Ry5XD2T2DO24Mi+4fZrjFL2mEBiv2Fri11+/vuDzogv2TM/ORbU3SOoStlXX45tVTdUcF1UIweu9FRBRrkdpeM/B1iiakYurqCr9B3jMOFyxmE4omWAdc6sE8SdFW19ql3TRQff2ZA9i1pkK7k5diTtDuOgPnimR+/7oZuvE71GrxRKrAa9Naezc2vXISW1fNQ7fbEzRonJhowvzSiSjMTkFjuwtXXDBBy7E56cm68VnX4uTABA0q1AyDt9+368ZVt9ujxWXgdYCiSKxfOjvoZu59zx3C7++43K+PH87MhkgV8CYOTMTMUKqzhrpg9+0QmjpcWDq3AFLqT7vz+L8VK8ES0bgQapBXQKCytmXApR7MkxRtoa4FGtpdWrHMN0816x5TkK2/pHOo1eKJVHrxWGvvRrfbg3klE3V/JlSOVaTUjU9rEj96UHj0Pv+EWuIx2PK187K8u28IAUgJbebkUD53hcIdNyJnuMUvaYQiVewtsNq3Wp/Ct7jK+qWzsfPg6RG/FxFRPPPNlznpydhW+QFWLyzzy5erF5bhr/vqte+ZJymawrkWCHVMYXYKi6lRRI302tQ3x56XmYI1i/zz65pFZcjLSI54u2n8GG4RSVtqsrYrh7rbVqT6eO64ETkctoyRSBV7C6Q3Bako2wpzgini70VEFK8m21K1Alkr5pcgxWzCjPMy8OCOI9oFC/MkRVs41wKhjimakKotVWIxNYqESF6bFk1IRVleGlYtKIEiAZyhZLMAACAASURBVJMAyvLSUDSBOZWGb7hFJKP1uSvarz3esPhlDOkVewMwYFXXUK8x2PGRKixHYYv7wkNGxeKXEWOo4pfhCMx3RdnWsHcbGuj1fAdx61q7mCeNYczm0FBx3NThQk6aBQkm4IzDP6bZhxvOmIpP35hMTU6Eu09Bu8s94p2HGLcxM6biM5AaV3ZnD5ISTOjq9QzpM1M04pGxPmQsfmk0esVZhlLVdSjHR6qwHFEsSSnhcDgGP5DGHL1q8YE7FQy1CrZeXmSepGgaqN+ebEsdsE9nbFI06MWk7/aLF0wc/l1fxi1Fmhqv63cdwy3lRdi452TY1wDRjEfGemSwxoSBhKrqWmN3RuR4onjncDjw+U0voa+vL9ZNoVEWmO+WzC7QBiUA5j+KDwP12+zTKRb04m7jnpNYMruA8UeGo8brktkF2qAEwHw5VnBgwiDUKUChqrrqGagKLNFYZU7mmr3xKDDfqVt6+mL+I6NSFInqs514r7EjZNyyT6dIUePtzVPNqD7bCUUJvWw7VNypOZbxR0aixutwrwGGcm7Q6ONSDgNQpyWdaGgPuQWOXi2J4WyZQ0QUTeHWvRnqa/Z59LeeY/6j0TLc2PadKr+yomTAuGVM00jpLc14/LZLcIEtDU0dwbEb6lpS3X6e8UdG4rsDRrj50jd393kkvvfcIdTau4e1BJSiy3AzJoQQE4QQ/xBCnOz/b3aI43YJIdqEEDtHu42Rpk5L2lZZH7R13YZlc1CUbcWuIw24duPr+Mxv3sa1G1/HriMNKMq2cqswIjIM9YI4MFeN9I5Ejd2J7z13yC8/7jhwGuuun8n8R6NiJLHtO1V++179fn6yLXXY2+AR+QpcmpFtTcLJxk588jH92NWLu9ULy7Dz4GnGHxmOGq87DpwOmUt9Bebu/3qqEreUFyE/08LlHwZkxBkT9wDYLaV8WAhxT//339Y57r8BWAF8YTQbFw3qtKQzDheeeqsWK+aXQAigonQiLps8IeS60xdXVwxryxwiomgIlaumrq4YUUGoxnYXau3dfvlRSqAsNxUvMv/RKBhJbPtOlfft52cXZKAsL90vbtmn00gFLs24cW4hHt0dvBZfjV3f7Rcb212wJiXA7VGweOYkxh8Zjhavk9LR4uzB1lXzBtyVI1QNlRXzS7DplSpt+QeLVhqDEQcmrgfw0f5/PwHgVegMTEgpdwshPhr4eDzynUZ3xuHCpleqYDGbcOMlBTCZxIDrTtUKsDyhiCjWBstVw6XmSDU/At67I0vnFjD/0agYSWwHTpU/43BhyxvVeFFnUIOV3WmkAuNtoLX4apwx7iieDCVeB6qhAnC5ktEYbikHgDwp5Zn+fzcAyItlY0bDYNM3fddTqXgiEZHRRCtXcYo7xdpIYpvxS6MpMN4SBHgNSeNWqNyt1lBhLjaWmMyYEEK8DGCSzlPf9f1GSimFECNanCyEWAVgFQAUFRWN5KWixncand70TbWTCdzbnCdS/IuH+KTxa6jxGa1cNViOpPFrtHLoSGKb8Tt+xaKPD4y3SRkWXDQpg9eQFGQ8XIPq5e71S2ejIMuCpXMLmIsNRkhprG1ShBAnAHxUSnlGCJEP4FUp5UUhjv0ogG9IKZeE89rl5eWysrIyco0dRWpFWV7UxI0h/8+J5/gcLW1tbbj1ZzuQlGmD4nbB1eHQnrNOyPN7TP3e09eHP999NbKysmLVbKMaUoyGG5/MVRQhhsuhjG3yYbj4HAhjd9yJq/iMNsa/Ien+DzBijYnnAdwO4OH+/z4X2+YYA9f/EVE8YK6isYqxTfGKsUvjGeM/fhixxsTDAK4SQpwE8PH+7yGEKBdC/FY9SAjxOoBnACwSQtQLIT4Rk9YSERERERER0bAZbsaElNIOYJHO45UAVvp8XzGa7SIiIiIiIiKiyDPijAkiooiRUsLhcMBo9XSIiIiIiMiLAxNEFBfUAYah6nN1YeXmV4b1s0REREREFH0cmCCiuOBwOPD5TS+hz9M35J9NSE7hrAkiIiIiIoPiwAQRxQ1z8vD2XeesCSIiIiIi4+LABBGNC4kWa6ybQEREREREOgy3K8dYoigSNXYnGttdyMuwYLItFSaTiHWziIgMg3mSxhLGMxkZ45OMjPFJHJiIEkWR2HWkAWu37YfLrcBiNmHDsjlYPGMSTzIiIjBP0tjCeCYjY3ySkTE+CeBSjqipsTu1kwsAXG4Fa7ftR43dGeOWEREZA/MkjSWMZzIyxicZGeOTAA5MRE1ju0s7uVQut4KmDleMWkQUn6SUaGtrY+HKMYh5ksYSxjMZGeOTjIzxSQCXckRNXoYFFrPJ7ySzmE3ITbfEsFVE8cfhcGD5L/fA3e0c1lahZFzMkzSWMJ7JyBifZGSMTwI4YyJqJttSsWHZHFjM3j+xulZqsm142x0SjWfmlDQkpvDcGWuYJ2ksYTyTkTE+ycgYnwRwxkTUmEwCi2dMwtTVFWhsd8GalIBej4Iau5NVZoloTBluJW3fPNnU4UJuOqtwU/xS4/miuytQ1+KENSkReRnJsW4WxYHR2I2A+ZaGajR3yWB8EsCBiagymQQm21JxvKEDd/7hXVaZJaIxZ6SVtE0mgZKcNJTkpI1Ca4mi70RjByvLU9hGczcC5lsKVyx2yWB8EpdyRBmrzBLRWMYcR3QOzwcaKsYMGRHjkmKBAxNRxiqzRDSWMccRncPzgYaKMUNGxLikWODARJSpVWZ9scosEY0VzHFE5/B8oKFizJARMS4pFjgw4UNRJKrPduLNU82oPtsJRZEjfk1WmSWisSzcHBeN/Eo0XNGKR/b5NFSRjhnmWoqESMQlY5GGisUv+0WryAurzBLRWBZOjotFES2iUKIZj+zzaagiGTPMtRQpI41LxiINB2dM9ItmkRe1yuy8kokoyUnjCUkUQ1JKtLa2orW1FVJy9D4SBstxLKJFRhLteGSfT0MVqZhhrqVIGklcMhZpODgw0Y9FXojGNiklHA4H6urqcNOPt2LZT5+Dw+GIdbPGBeZXMhLGI41VjG0yCsYiDQeXcvRTi7z4nkQs8kI0dvS5uvDFJ9+BdLsgEpORaLHGuknjBvMrGQnjkcYqxjYZBWORhoMzJvqxYBXR2GdOSUViCs/p0cb8SkbCeKSxirFNRsFYpOHgjIl+LFhFZDzq8guKb8yvZCSMRxqrGNtkFIxFGg4OTPhQi7yU5KTFuilE456UEnV1dfj8ppeQmlsUldd3OBzIzMyEEOwoo435lYyE8UhjFWObjIKxSEPFpRxEZDi+gxIiMTkq79Hn6sLKza9wRgYRERERUYxxYIKIDMfhcER1UELFAphERERERLHHgQkiMgQpJdra2iClBACYk1kgiYiIiIhoPODABBEZgsPhwK0bdnBpBRERERHRODPui18qikSN3YnGdhfyMlgxliiWzBbOkognzJ9kdIxRMjLGJ8Uzxi9F2rgemFAUiV1HGrB223643Iq2x+7iGZN4YhERDYD5k4yOMUpGxvikeMb4pWgY10s5auxO7YQCAJdbwdpt+1Fjd8a4ZUTjk7qF52gv5wisb0GDY/4ko2OMkpExPimeMX4pGgw3MCGEmCCE+IcQ4mT/f7N1jpkjhHhTCHFECHFQCHHLcN6rsd2lnVAql1tBU4drmK0nopHoc3Xhi0++gy9seQ19nr6ov586EFJXV8f6FkPE/ElGxxglI2N8Ujxj/FI0GG5gAsA9AHZLKcsA7O7/PlAXgM9JKWcAWAzg50KIrKG+UV6GBRaz/5/AYjYhN90y9FYTUVh8Zyeo//bbjSMlFYkpo1NrwncgRJijuzXpWMP8SUbHGCUjY3xSPGP8UjQYcWDiegBP9P/7CQA3BB4gpXxPSnmy/98fAmgCkDPUN5psS8WGZXO0E0tdHzXZxgJ8RNHiu/uGw+HA8l/uwfJf7kF7e3tM2jOaAyFjCfMnGR1jlIyM8UnxjPFL0WDE4pd5Usoz/f9uAJA30MFCiMsBJAE4FeL5VQBWAUBRUZHfcyaTwOIZkzB1dQWaOlzITWdFWRpdA8XnWGa2pEJKifb2dphT0rQlFWQszJ9kdIxRMjLGJxnZSK5BGb8UDTEZmBBCvAxgks5T3/X9RkophRAhq9EJIfIBPAXgdimloneMlHIzgM0AUF5eHvRaJpNASU4aSnLShvAbEEXGYPEZz3wHGzIzMwFAmyUhpcQHH3yAr/3Pv5CaWwTF7cLqJ95AYnIKkmLc5ra2NgBARkYG2tvbkZmZCSGE9vuo348HzJ9kdIxRMjLGJxnZSK9BGb8UaTEZmJBSfjzUc0KIRiFEvpTyTP/AQ1OI4zIAvADgu1LKt6LUVCIaRKgP7OoyDQB48osfQ3t7O+760164u53o6+vTBiJUvv+OFbWNAPD4bZfiC1tew9Nrr0NWVhYcDgdu+dnz2LzyP1FUVKQNVqgDGVlZWeNmwIKIiIiIKJKMWGPieQC39//7dgDPBR4ghEgC8CyAJ6WUfxnFthGNuqFuZal3fLiPhfv6ra2taG1t1QpXhtrRwpySBnNKGtrb2/H5TS9BmC1aPQcjDEToMaekIdGSCofDAbPFf62kgMCKX+9BXV2d9rvf9OOtuPm//4a6ujq0traipaUFLS0t2t+otbVV9++uKEpQ4c9QhvL/ilufEhEREVG8MWKNiYcBbBNCrABQC2AZAAghygF8UUq5sv+xBQBsQog7+n/uDinl/hi0lyiqHA4Hlv7oafzuK9doSyIGO/7zm17yOz7cx8Jtz/KfbUdy+gQkJCTgJzddrD0eeJy7u9PvOXe3E9LtQl9Pt3Zc4GOjeYzvYx6PR2uzu9uJL//qIFKyc7S2OxwOuHuc8HgUrNz8it/v3tfTjZWbX4HidqGnswMAkJKdA8XtgqfPgyfWLAn6uz/y/67Et/5yAADw6xULBvx/MJT/V+qx2++9FVlZQ96siIiIiIho1InxdFdNCHEW3sGO0TYRQHMM3neo4qWdgPHb2iylXDyUHwgRn0b8PY3YJoDtGqohxWgU8qdR/y7hiNe2x1O7I5VDoyme/p5sa2TFQ3wCxv9bsn0jE6p98RKfoRj97x4K2x0+3RgdVwMTsSKEqJRSlse6HYOJl3YC8dXWkTDi72nENgFsV7yJ579LvLY9XtttVPH092Rbxyej/y3ZvpExevuGK15/L7Z75IxYY4KIiIiIiIiIxgkOTBARERERERFRzHBgYnRsjnUDwhQv7QTiq60jYcTf04htAtiueBPPf5d4bXu8ttuo4unvybaOT0b/W7J9I2P09g1XvP5ebPcIscYEEREREREREcUMZ0wQERERERERUcxwYIKIiIiIiIiIYmZcDUwsXrxYAuAXv0bja8gYn/wa5a8hYXzya5S/howxyq9R/Boyxie/RvFryBif/BrlL13jamCiubk51k0gConxSUbG+CSjY4ySkTE+ycgYn2QE42pggoiIiIiIiIiMhQMTRERERERERBQzHJggIiIiIiIiophJjHUDiOKNokjU2J1obHchL8OCybZUmEwi1s0iAsD4JCIaCeZQMjLGJxlJpOORAxNEQ6AoEruONGDttv1wuRVYzCZsWDYHi2dMYsdAMcf4JCIaPuZQMjLGJxlJNOKRSzmIhqDG7tROQABwuRWs3bYfNXZnjFtGxPgkIhoJ5lAyMsYnGUk04pEDE0RD0Nju0k5AlcutoKnDFaMWEZ3D+CQiGj7mUDIyxicZSTTikQMTREOQl2GBxex/2ljMJuSmW2LUIqJzGJ9ERMPHHEpGxvgkI4lGPHJggmgIJttSsWHZHO1EVNdTTbalxrhlRIxPIqKRYA4lI2N8kpFEIx5Z/JJoCEwmgcUzJmHq6go0dbiQm86KyGQcjE8iouFjDiUjY3ySkUQjHjkwQTREJpNASU4aSnLSYt0UoiCMTyKi4WMOJSNjfJKRRDoeuZSDiIiIiIiIiGKGAxNEREREREREFDNcykFERBQGKSXsdjsAwGazQQiu6yUiIiKKBM6YICIiCoPdbsfnfvEyPveLl7UBCiIiIiIauZgOTAghFgshTgghqoQQ9+g8v0AIsU8I0SeEuCngOY8QYn//1/Oj12oiIhqvktMykZyWGetmEBEREY0pMVvKIYRIALAJwFUA6gG8K4R4Xkp51OewOgB3APiGzkt0SynnRL2hRERERERERBQ1sawxcTmAKillNQAIIZ4GcD0AbWBCSlnT/5wSiwYSERERERERUXTFcilHAYAPfL6v738sXBYhRKUQ4i0hxA2hDhJCrOo/rvLs2bPDbStRVDA+ycgYn2R0jFEyMsYnGRnjk4wmnotfFkspywHcBuDnQogL9Q6SUm6WUpZLKctzcnJGt4VEg2B8kpExPvWpu3NIKWPdlHGPMUpGxvgkI2N8ktHEcmDiNIDzfb4v7H8sLFLK0/3/rQbwKoBLItk4IiIiPb3Odnxh827uzEFEREQUIbGsMfEugDIhxAXwDkjcCu/sh0EJIbIBdEkpe4QQEwH8B4CfRK2lNC4pikSN3YnGdhfyMiyYbEuFySRi3SwahxiLxpNkTY91E4jGFeZBGu94DlA8GEmcxmxgQkrZJ4S4C8D/AkgA8Dsp5REhxEMAKqWUzwshLgPwLIBsANcJIb4vpZwBYBqAX/cXxTQBeDhgNw+iEVEUiV1HGrB223643AosZhM2LJuDxTMmsROgUcVYJKLxjnmQxjueAxQPRhqnMa0xIaV8UUo5RUp5oZTyh/2P3S+lfL7/3+9KKQullKlSSlv/oASklP+SUs6SUl7c/98tsfw9aOypsTu1kwoAXG4Fa7ftR43dGeOW0XjDWCSi8Y55kMY7ngMUD0Yap/Fc/JIoahrbXdpJpXK5FTR1uGLUIhqvGItENN4xD9J4x3OA4sFI45QDE0Q68jIssJj9Tw+L2YTcdEuMWkTjFWORiMY75kEa73gOUDwYaZxyYIJIx2RbKjYsm6OdXOoaqcm21Bi3jMYbxmJsSSnR3NyM5uZmbg9KFCPMgzTe8RygeDDSOI3lrhxEhmUyCSyeMQlTV1egqcOF3HRWP6bYYCzGlt1ux+d+8TIA4JFbuCs1USwwD9J4x3OA4sFI45QDE0QhmEwCJTlpKMlJi3VTaJxjLMZWclpmrJtANO4xD9J4x3OA4sFI4pRLOYiIiIiIiIgoZjgwQUREREREREQxw4EJIiIiIiIiIooZDkwQERERERERUcxwYIKIiIiIiIiIYoYDE0REREREREQUMxyYICIiIiIiIqKY4cAEEREREREREcUMByaIiIgGIaVEa2trrJtBRERENCZxYIKIiGgQvc52fP3J1+B2u2PdFCIiIqIxhwMTREREYTCnpMW6CURERERjUkwHJoQQi4UQJ4QQVUKIe3SeXyCE2CeE6BNC3BTw3O1CiJP9X7ePXquJiIiIiIiIKFJiNjAhhEgAsAnANQCmA/iMEGJ6wGF1AO4A8KeAn50A4AEAVwC4HMADQojsaLeZiIiIiIiIiCIrMYbvfTmAKillNQAIIZ4GcD2Ao+oBUsqa/ueUgJ/9BIB/SClb+p//B4DFAP4c/WZTJCmKRI3dicZ2F/IyLJhsS4XJJGLdLIpzjCsiIn/MizQWMI4p3jGGQ4vlwEQBgA98vq+HdwbEcH+2QO9AIcQqAKsAoKioaOitpKhRFIldRxqwdtt+uNwKLGYTNiybg8UzJo2bE5TxGXmMq8hhfJLRMUbDw7wYG4zPyGIcRxbjc/Qxhgc25otfSik3SynLpZTlOTk5sW4O+aixO7UTEwBcbgVrt+1Hjd0Z45aNHsZn5DGuIofxSUbHGA0P82JsMD4ji3EcWYzP0ccYHlgsZ0ycBnC+z/eF/Y+F+7MfDfjZVyPSKho1je0uZFuTcOPcQoj+QcLte+vR1OFCSQ6r39PwNLa7tISvcrmVUYkrTs8jIiMa7bzIXEjREK04ZrzSaInFNWo8xXcsBybeBVAmhLgA3oGGWwHcFubP/i+AH/kUvLwawHci30SKpvxMCz73kWI8uvukNp1pzaIyTMqwxLppFMfyMiywmE1+id9iNiE3Pbpxxel5RGRUo5kXmQspWqIRx4xXGk2jfY0ab/Eds6UcUso+AHfBO8hwDMA2KeURIcRDQohPAYAQ4jIhRD2AmwH8WghxpP9nWwCsg3dw410AD6mFMCl+eBRogxKAd8Tw0d0n4QksdUo0BJNtqdiwbA4sZm96U5PwZFtqVN+X0/OIyKhGMy8yF1K0RCOOGa80mkb7GjXe4juWMyYgpXwRwIsBj93v8+934V2mofezvwPwu6g2kKKqqUN/OtPZThcuzOVSDhoek0lg8YxJmLq6Ak0dLuSmj860tVguISEiGsho5kXmQoqWaMQx45VG02hfo8ZbfMd0YILGt1hNuaexz2QSKMlJG9Wky3gmIiMbrbzIXEjRFOk4ZrzSaBvNa9R4i+8xvysHGVesptwTRQPjmYiIuZDiC+OVxrJ4i2/OmKCYUCvE5qQnYeuqeejq9Ri+UizRQHyn5zW2u2BNSkCvR0GN3cm4JqIxz7fy+/T8dLxwdwXOdo7ecjqi4WDfTWNZ4NKRnDQLEkzA2+/bDfm5iwMTNOpCVYi94gKboU4OoqEymQQm21JxvKEDd/7h3biogExENFLxVvmdyBf7bhrL1KUjk22phs/TXMpBoy7eKsQSDQXjm4jGG+Y9ineMYRrr4iHGOTBBo26gCrFE8Y7xTUTjDfMexTvGMI118RDjXMpBo06tEJttTcKNcwshBJAggLTkRLx5qnlU1jz5roU14horih+BsZSfqV8BOSfNons8Y4+I4pmiSFiTErB6USkUCWzfW48zDhcsZhMEBKrPdrJPp6gbLAb0ngegPWZNSkSxLQW19m7tZ4y8ewGRoki83+xEbYsTqUmJyMtIRtGE0LlvoB06jJJDOTBBYYlEwPq+xh/uuAwHTzuw4R/vaeucUpMT8fv/q0FrV29U1zxxLSyNhG8cT8qw4NBpB761/aAWSz/69Cw8esscrNl6Lr7WLCrD+/ZOFE+w4u/HGhl7Y4CUEna7HQBgs9kgBP//UXwJt18f6Di9/nT1wjJsrazDrZcV4atb96O1qxfrl87GeVkW2FKTI37Byz49vkXq+jIwBtYvnY1PzsyHySRQ1+LEvro23PvsIe35x2+7BL190u9nfnDDTDy25yRq7d2G372AjCkaH/BDDaoFxvyaRWUoy0vDwovyACDoZ9QdOgJzZVG21TA5VEgpBz9IiCsBTIbPQIaU8snoNSs6ysvLZWVlZaybEXci0ekHvsbqRaXY/Fp10Kjdivkl2PRKFSxmE164uwIX5kZ+j9/qs524duPrQe/94uqKSO4pPOQzmfFpfOHG8c+XzcHRhnYoEpAS+Ou+erR29WLrqnm4ZfNb0Y69cA0pRsdrfDY3N+O/nnwXPZ0OdDlakJZbCKWnC12OFiSlZiAxMRFPfvnjmDhxYqybOtYwh0ZRuP36YMeF6k9/etPF+OGLx3DG4dIeWzG/BFveqI74Be8o9emBGJ8REKlBpVAx8Ps7LkNrlxvHG9qD+upQ/ffWVfPQ7fbE+24yjM8YiMYgaajXvCgvHZ98LDjmVy0owfUXF+BEY4duOwDvgEVTx7kdk2rsTsPk0EFrTAghngLwUwDzAVzW/1Ue0aaRoUWiWErgaygSuuuc1JuOLreCupboFGOJhzVWZEzhxrHD5cbG3VV4fE8VNr1ShTMOb8yp/w08nrEXn5JSM5CclhnrZhANWbj9+mDHhepPjzd2aIMS6mNCRKfYGvv0+BWpYnyhYsDe2Yu12/br9tWh+u9utwfzSiaiJCctXgclKEaiUVwy1GvWtjh141eRQF1L6HaoO3T4xriRcmg4SznKAUyX4UytoDFpoIAtyUkLa9qS3mvorXNSo8xiNsGaFJ2VRgOtsaLxYzjT7cKNY2tSou7j+ZkpjD0iirnB+nWV3dmDFfNLtJsGav0I9bhQ/WlgKvXt3/XeZyTYp8evcONwML4xkJ9pwY1zC5FgAqxJCci2JgEI7qsThH7/zbih4RoontWZCUNd4hHqNVOT9a8zTQKwJiUO6bwyUg4NZ1eOwwAmRbshZFxqwPryLZay60gDrt34Oj7zm7dx7cbXsetIAxTFfxwrN93/Nbbvrcfaq6Zoj1nMJqy9agr+uq9eWyeVl5Ecld9HXWPl+95cRzi+9PUp2HHww0HjNlDgubB9bz3WLCrzi6X7lkyHvdOFe6+ZGhRjM/IzGHtEFHMD9esqRZH4sM2FLW9U4/E9Vfjt69VYPq8YxbYUCAjUNHdCAPjRp2cF5bTZhZl+j61eWIa/7qvXfZ+RYp8ev8KJw3BMtqVi/dLZKLalYPm8Ymx5oxobd1fhy3/ah899pBivnWjC6oX+ffW0/Azd2GXc0HCFiudJGZawPisN5TVz05KD8t6aRWWYXZiJvIzkoJ8ptqUgxZyAN081o/psp997GymHDlpjQgjxCoA5AN4B0KM+LqX8VHSbFnlcPzU8A62ZCmddkqJI7DnRiJONnXh090m43AqKbSn4xtUX4WRTJxQJmARQbLPibEcPuno9mF2YiYUX5UVtGp16t9x3jVWE34vr+wxKUSTeqGrGqqcqh7yeTu9cuPeaqRAQSE8xo7q5E89UeutJ/OCGmbi0KBuNATE2CrEXLtaYCMNANSbScgthNpvxm89dxhoTkcccGkXhrIUOtW7/kWVz8MtXq3DNrHw8uvsksq1JuLm8EFPy0jFtUgYumOi/24HbI3Hfc4f8CgpGuqhaDPIq4zMCIrkmv69Pwbu1LbjzD+/qrrt/prIeN5cXYrItFdakBPz4pWPo7ZNBsTtGlm8wPmNgqPUgwqnhoPeaapHLj5bloralC3UtTlh9duUA/AtjFttScPfCMnzvb4dDnmdGyaHhzJV/MLLtoHhjMgksnjEJU1dXBAVsONPwauxO3PWnfyPbmoQ1i8pQmG0FAFQ1deCZcJj78QAAIABJREFUynq/4lhP3Hk5ctIjX7Vb73cqyUmLRcFBirEauxOVtS2Dxm2opR6+50JOmgUJJqCxvQe3//4dv9f83t8O48XVFZhX4v+BlbFHRLE2UL+u0uvfs61JUKTEZ68oxoeObmRbk3DG4cLG3VXahbb6GmqeUxSJ399xeVQveJlX41M4cRiuxETv3V7f5RzqEqRLi7IAAB4F+LCtG4+/UqXFtl7sEg1HqHh++337sJcsmUwC0/PTsWpBiVZQ/ck3a9Ha1YsXV3s3Cbgw99yy+rfftyMvw4Krp+Xhxf52pJgT/AqvqzUnpvoMjBglhw44MCGESADwaynl1FFqDxlUqIANZ12S78WNlMA3/3LAb1uxp96q1YoCSsiYnxQ0tjW2u6DIgdeWDnYXJ/BcGKioJeOZiIxosAvRwP49P9OCz32kGF9/JnQfrpfzjHLBS8YUyfjIy7Cg2JaCW8qLsHHPSS1OSybO0m6E3bWwlP01RY1ePI+0hoM6+BvIt9ZfqGvWkpw0vHmqOW5ifsAaE1JKD4ATQoiiaLy5EGKxEOKEEKJKCHGPzvPJQoit/c+/LYSY3P/4ZCFEtxBif//Xr6LRPvJ+QKs+26m7JgkAirKtWL909oDrktQT8sa5hVpHAXhPio17TuLGuYXaz7LoEA3HYHHqe5w1KQEZyQm4b8l0v7hdv3S2FrdDrawcqXWyZBxSSjQ3N8Nut8e6KUQRFSpfBj5elG31W3d8c3mhthwTYB9OwxdOnx1uv+5rsi0V666fFXStee+zh3BzeaF2HPtrigZFkahp7sTb1XbsOd6IU03euB1pDYfBrjEHu2aNp2vUcJZyZAM4IoR4B4B2VT7SGhP9szE2AbgKQD2Ad4UQz0spj/octgJAq5SyVAhxK4D1AG7pf+6UlHLOSNpA/gKnrhdlW/H3Y40h7xorisTfjzViwz9OYMX8EiSYgPLiCbiyxOY3HU49IY83tIfcIpRFh2i4fEeKtbXOuemYlu+/XjRwRLnYloINy+ag+mwnZhdm+cXtUCuFqzEeeK4wnuOX3W7H537xMnqd7bBMYP1nij96y9EA6N5Zu3panm5/7zsduKvHwz6cRiycPnu4tSdMJgFzgtCN0yl56bCYTVrRanWQjbFLkaBXT883bhfPmISL7q7wqwcRrsGuMQe7Zo2na9RwBibui9J7Xw6gSkpZDQBCiKcBXA/Ad2DiepyrcfEXAI8LIbgALAr0OoH1S2djwz9OBI3AFayah65eD6xJCdrxf91XjxvnFqKytgWZKWbMKsjUOg91zVVBVgo2v1YdNJWponQibrykIJZFACmOqSPF2dYkLJ9X7Dd90/dCJnBEudbejbXb9mPL7eWYlJHiF3tDnXYXyXWyZBzJaZmxbgLRsIT6YDc9P133ztrWVfN0H/+fFVfA7VGQl2GBTNNfAsc+nIYinD471B1gdU18qBpQ3lmR+tsoTpuUoQ2yTcqw4Orpk3C2k/01RUaN3YmD9Q6/zzm+cTvZlooTjR1Bn7POy7LAlqpfW883zi/KS8euNRVoaA+O2cGuWePpGnXQ7UKllP/U+4rAexcA+MDn+/r+x3SPkVL2AXAAsPU/d4EQ4t9CiH8KISpCvYkQYpUQolIIUXn27NkINHts0usEvr39IJbM9v9f4nIr2H28CWu3HcDxhg643ApmF2TgviXTkWACFAmsfnqf3zY46onV6/HoLvu4bPIElOSkGfIEiTbG58ipI8V6S4XWbtuPuhYnqs924r3GDqysKEF+5rnBBZdbwZvVLfjkY/5bN+lNu/vxp2ehxt6JAx+0oa9PCWqHuq5wXsnEMRPPjE8yOsaovlAf7Brbe3TvrPnWycnPtOArHyvFyooSNLS7sHbbAVy78XW8b+/Ez272z4vrl86GKZyN58cpxmewwfps9YOYXpzW2p14t8YetN3361VN2F/XihcOncEZRze+e+20oGvNCyaman305InegoFjqb8eDsZn5Kj1y0LNXPDNyfmZFqyYX4JTZzvR4OjBt/6yH29UNfstW1IHl9U4/+Rjr+PomQ5cPtmGybZU1NidIZfd6c2IiJdr1EFnTAghOgCoC7uSAJgBOKWUGdFs2CDOACiSUtqFEJcC+JsQYoaUsj3wQCnlZgCbAe9WOKPczrgRqhNICLjgsJhNSEowYfm8YnzY1u0tMnR5kd8I4OqFZVi/6xgKsiyYkZ/pNz202JaCX352Ljz9a66MfHKMBsbnyKkjxUIEdwjZ1iTsq2vDvc8e0i3WZjGbIOW5CyKbz64w6uiy99zw4MEdR7Tt7tZdPxPlxdkoNuiIc6QwPsnoGKP6QvXpXb19unfW8jNTYDGbdO9iqznzrj/9G7+9vRyrFpQg0WRCWW4aHt51bFjbgIa64z3WMD6DDdRnqx/iQt0B/vcHbfAowJY3zt2VnpKbhg/bevCFHfu0mH3wuhm4f8k0JJpMKMhOQUFWyqj+jvGC8Rk5eRkWJIjQhdXVnJyfaQnKsQ8smRG0pfKU3DTdweXpaypw9ExH0Gw4ddldY7sL1qQE9HoU1NidIXOrUXNwODMm0qWUGf0DESkAlgL4RQTe+zSA832+L+x/TPcYIUQigEwAdillj5TS3t++vQBOAZgSgTaNW6EKo5QXT/AbgfvO4qm4MCcNrj4PkhJN+N6107Fu59GgYlhLZhfgREMH3qqxB02f/9If9+HgaQf217eFVcyIaCDq7Aa1Q/B1c3mhNigBnIvP71w7DasXleKRZXPw+ntN2nOvVzXj2o3e2ROAd7s7a1ICvvTHfai1d2vH3ffcYTy7/zT2nPAWNxpKcS4iomgL1acXTdAvwjYjPwMbls3BzeWhi1S73Areeb8FG3dXoadPwde27ffLiwMVCPYVeCdQzbnMn+PDQH22+iFOb9bimkVleKayHumWBKyYX4K7FpbiroWl+NJHS/H9HUf8YvbBHUdQmJ2K+58/gs/+9h0sfpQxRtE12ZaKWYWZWLOoDMW2FHzlY6VYvagUv1lejqJs64AbAXx/5xFthrrLrWD9rmOoOtupO3DX2N6jO2BR19qFybZUtHa5ccvmt3Dzr94KmVuNnIPDqTGhkVJKeGcnPAAgaBeNIXoXQJkQ4gJ4ByBuBXBbwDHPA7gdwJsAbgKwR0ophRA5AFqklB4hRAmAMgDVI2zPuBaqMMqVJTZtTV5aciL+dcqOr/kc88MbZoWcaVHf1g2TSWgjhL57SmdazPje3w6jLDcNF5+fHYPfmMYKde3c9Px0FNtS/WZHTMlN143PqqYObe/y1QvLcLazF61dvX6zJ9S1rIFTnNU4vigvHQ0OF+7607+HVJyLiCjaQvXpF0xMxQUTU3XXGl89LQ+mEHexkxNNsJhNmHFeJh77zCXodnuwsqIE2/d6t2BUjwtn+7nB6gfQ2DZQn61OPw9cEy8g8NWt+5GTloSJacn4+cuHtZ/58Y3616GObjeyrUlaH84Yo5EYbIaBySSw8KI8lOWmIS/DEhTXV0/LG3QjAMB7nXlLeRGOnWnXnX3R7nKHnGkEIGRuVZd/eGdUJGL9rmOGzMHhLOW40edbE4ByAK6RvrGUsk8IcReA/wWQAOB3UsojQoiHAFRKKZ8HsAXAU0KIKgAt8A5eAMACAA8JIdwAFABflFK2jLRN49lAhVHU/XhPNXXij2/XYsX8Eu0Esne6dE+cOedn4b3GDljMCbp7Sv/ghpmYkpuGBocLF58f3B6jTjEiYzKZBCZPTEPRhFTMOT8LTR0u5KRZgqYt52dacHN5IQoyU3DXwlJs31uPjXtOYtWCElgSE/DUW7Xa4MN7jR39PxN6ivOaRWVBFz4X3V2BC3MHT+yMcSKKlsGKnZXkpKEo24ojZxz4+9EG5GemIMOSiD5F6vbpJRNTce81U1HT7MQjL78XcmlcONvPNba7kG1N8rtZsX1vfViDGjQ26PXZvjHa16fgyBkHzjhcWmwWZCVj9aKLUFnb4jcoVtPs1I3Zk00dWD6vWIvPcAfOiAKFu0uMySTgURA0U3fttv144e4KTM9Px8S0JK1Apnq9mWACynLTte837jmJbGsSVi8s87vmfOj6mTjV1DnochFfLreCFmcPjjd0BC27V88N9TgjnB/hzJi4zufffQBq4N0tY8SklC8CeDHgsft9/u0CcLPOz20HsD0SbaBzfAchfKkdRGNHjzbAoG7xNCEtGb/6f3PxwPPn1t/ft2Q6PmztwsMvnUCxLQUPXjcTX/rjXr+T9Ht/O4yf3nQxJmUGX8QMd5soIjWGJ9tS8XpVE5ISvPG4budRZFuT8LmPFPtt4/SdxVPR0dOH87OtqG/rQk5aEhbPzPfrCH69fC5+cMNM1LV0BU2/e3T3SayYX4JNr1Rpj9W1OAcdmGCME1G0herTAaC314Mdh8/gu88e0vrzC3PSkJqUgO8snoof7zrudwGrSAXtrj48/kpV0DKPFfNLsOWN6rC3n8vPtATl4jWLyjApY/BBDRpbAmNUUSTeP9uJytpW3PfcYa022brrZ2L5Ry7A3toWPFNZj9auXu2D1bbKejx0/Uzc/9zhoA9drV29Wh8d7sAZUaChzPIKNThwrKEd//2/x3H/kul46FMzsenVk0E3bb+zeCryMixYWVECANh1+Ix2M/jSoiw8uOMIevtk0ICFb+7VG7QwJ5iC2q/mbvX61SjnRzgDE7+VUv6f7wNCiP8A0BSdJpFRqAMSNfYuVJ/txEWT0rVBicA7x+uun4ludx8a23ux+bVTeOj6mVh71RT0ehS0dfXqnqQSEjPyg7fj4zRPGqkPWp34sK0Hv/pnFVb8xwXYvPxSAMCqp84NkGVbk9Dl9mgX2mrBrPbuXnz142UoyLLi/WYn9tW2YemlBchMMQ84/Q7wJnZr0uBplTFORLHS16egsq5VG5QIKsR23Qzce81UNHV6l7dtrazDktkFIYsVTstPx9ZV8zAjPzOsgVWPAm1QQn2NR3efxNXTJ0Xl96X4oA7YH29o97ujfEt5kdZ3qze/tr5T5zcopng8+PXyS/FuTSukhN+dYNFfy+Lx2y6BlMCbp5o5S5GGJNRgg94Mg9y0ZN3BgdSkBNy/ZAZ++epJfOriAjx842y8WW3XZv8AQJfbg6/qzGpo7erFf9xxGa672FuHwnfA4iMlE/CRkoneWUghlvB19XpCLrtX2xfuwHK0hTMw8RiAuWE8RmOAOr3c7uzBBy3dfmukfvxp7zo+vcIt9z13GBuWzcGWN97HFxeU4v7nDmszKDbdNlf3JD0/24rExOD6q0NJAERA/12WZifqWpxITU6E26PgV/+swuevvADOXg9WPbUXKytK/OLqxrmFQRfHD+44gjWLyiAl8M2/HNBiv9iWirlFWbpxrF7XqHf98jKSB20vY5yIYqGvT8GOgx/ifbszZH/+/R1H8MiyOfjlP6vR2tWLB66bgV/9swrXXVygmwOPnenAN545EPasr6YO/fx3ttMV1jI4GpvUAXvfvlovPtftPIoNy+Zg3c6jSDABaxaVISU5Ee4+Bb99vTooPitKJ+KmuQU4eqYDn3zsdc5SpCHLy7Cg2JaiDdACwI4Dp5GbbvFblpubloyq5k6svWoKNvzj3JK3NYvKcO+zh9Ha1Ysff3oWznb24M4/vBswK00GXZOqS43Pz7binr8e1D5X+Q5YVJRO1GI41BK+Grv+cqdFU3Nx5YW2oKV+sRRyYEII8REAVwLIEUKs9XkqA96aEDTG+E4vXzG/BG9Xn8VPbroYLrcHkzKSoUg54BZPxxvatel0vpW6H9p5BD+8YRa++7dzgxw/uGEmZp4XPFsCQMhtoowwxYiMR43b9buOYcnsAiSYgCsumIB7Fk+Ds7cPtvRkbQZEsS1Fi81QcTzBmoQHAip83/vsIbxwd0XQSPQPbpiJls4e3LWwFCYBlOV518wOhjE+dkgpYbfbAQA2mw1CxL5jJ9KjKBL/qrbj57vfwz2Lp2H90lnISUtG+sfL8MS//NcaH2tox8NLZ+Hoh+3489u1uKW8CFsr64KmEKsXyEOZ9cX8N76Fqq9kd/ZgxfwSnJ+VgjWLSrGtsl7rpwMLqNe3OHFzeSFKc9Px4xePobWrF/deMxU//vQsfMfnhtqaRWXo6HFjopLMWYo0bEXZVty9sAzf+9thv+u/wsyUoGW5a6+agixLIh5cMg3n21LR4nTDJIDbryzGiwfPwJxg0gYtgHMDEN+/bobuNemsgkz84IWjfp+r1AGLFHNC0M0wvSV8oWZSzCrIMsRghK+BZkwkAUjrPybd5/F2eHfIoDHAt4OwJiVoQVuYlYzCuUX4ls9d4wevm4HNy+eiwdGjdRrqhYzFbIJHAdqcblx3cYFfpe5aezcmZSThyTsvR7OzBwWZKZhxXqY2WyKwkyrKtuqeQEaYYkSjb7AikTV2J9bvOobbLi/GIy+/h2xrElLMCX7rl1cvLMNP/34cd32sDK3OHvz+X7Uh95u2JieGvJsXOBJdlG1FXWuXbnG5gYTqJBjj8afX2Y67//guEhMT8eSXP46JEyfGuklEftQc2uLswfEzDtx2ebHf7lprFpXhG5+YgrMdPXjiX967cB4F6Ojuw5Nv1npfQ0p8+T9LkZWahCfuvBzNnT04eqYjqHiaWjR4oFzI/Dd+6dVX+tnNc1A0IQV1Ld3Y8ka19vj9S6ZDQOoWUH/oUzMw/TwLfrLrhBZ/E9KSMcGaiFULSqBIQErgyTdrkZQo8L1PTucsRQpb4HWnlNAGJYBztfIusKVi7bb9fsV8nT19mDopDU0dvVjxRKVfnr1z/gX4sK1Ld7AtOy1J95o002LWlnCon628n9NSMCEtKaybYYMVQx7K3yLaMytCDkxIKf8J4J9CiD9IKWuFEFYpZVfUWkKjLvBOc9GEFKysKMFrJ5oweWKaNs0IODfN/ZFlc/Ct7Ye0k+zJN2u1IkTqOtQtb1QHVep+u6ZV255xw7I5mFWY5deGwAuUq6fladuUGmmKEUVHqMQXTpHIxnYXbr70fK1SvN4SDXUt6n3PHcaqBd79zy/MsQZtVbZmURlOt3WFvJunNxIdqrjcQEbSSZDxJKVmwGw2x7oZNA4NdtGo5tBXj5/BDZcUYUZBpnaxDJyr77BqQQmm5KbjS/9ZAimB3/3rfSSYCvCFBSUQgF8xzPuWTEeHy619iFRZzCYcOt2Or27dP+A0eea/8UuvvtLXn9mP399xGb4bsJPBQzuP4vd3XIZ118/0qw/lciu4//kjWLWgBLdcXoRrXW5093qQbTXDZBLYuLtKez+1RsXh0w7O0iEA4edM3+vOn950se7AVn1bt26dnk23zQ0ayFDz7LRJGbqDbT/69Cz8902z8c2/HPSblfHN7Qe0JRxqwfZej4ILc9JwcWH4Mx4GKoY80N9qtAu1By/wD3aeEOIogOMAIIS4WAjxi6i0hkaV753mLW9U49vbD2HHgdP49jVTYXfqF6zs9XhH+dST7LvXTsOK+SXYWlmHVQsuxF/31WsfBG+cW6h92Humsl57jbXb9qPG7tTaoDe9rq61CyU5aZhXMhElOWm8YBnD1MR37cbX8ZnfvI1rN76OXUcatM5DLz5q7E7v882dUKREsS1VOyY50aQbu+qU0ESTCet2HkWrsw9dPW5sum0u7r12Kh5ZNge2VDP+/I53urLF7E2P0bqbp3YSjHEiGo6Bcqe6u8G/TjVDCGDxrAJs+MdxNDj06zsoEnivqQPOXg+EAG67vBgp5gS0dPUiN9OCbGuSduy6nUfR55FBeXL1wjLtGsC3n9fD/Dc++dZXys+04CsfK8XKihK0hiiS/mFbN1q73CFjdt3Oo+hwefDr16pR19KNFHOCFpPAuRoV2yrrR6VfJ2MbKGeq9K47TzZ1+MUV4I2hFHMCvnvtNLj6PFhZUYKPTZmIn9x0MZw9fSFjtqvXg3XXzwyqnXLvs4dgSUzAY7degm9cPQW/v+MyPLbnpLaEw7dg+8bdVfjslrfx92ONfm2PtIGuwaMlnIGJnwP4BAA7AEgpDwBYELUW0ahQFImzHT341iemanea8zMtWDm/BAfrHQCgexImCIEb5xYCOLc+XwhgyewCdLjcflM6L8pLwy8/OxcvHTqjPa4+19Th/X6gIoA0PgyU+ELFR2O7C69XNeH/Ttmx4olKnGg812lcMDFVN3al9P63NDcN2dYknDrbCUtSIk41dWDapHQ8vOsYcjNScM810zDtvHT87o7LcO+1U7F5eTmunpbHC2ciMpRQufP9Zid2H2/EriMNWPlkJb70P/vw5T/uw9JLi+Bye3Tzo0mc2y2jcIIVlkQTHt19Eht3V+FrW/dj+bxi5Pdv7+1yK3D1KXjqrVqsmF+Cx2+7BCvmlwQt62A/ToHU+iL5mRYsn+e9Kfb4niqcaND/4JecmIDqs50h+3Tfmw7f33EEPX0KNiybox2fYPI+d8bh0uL1roWleOLOy1n4chwa7IO2+tloZYU3TtSct62yHj/69Cy/ga0ffnomTrd14xt/OYCNu6uw48BpXDP7PHzrLwfwXpN+zJoEUNvi1N7bl8ut4NCHDjR19uD87BR80NKlDUoA+gXboz1IEIvPaOEMTEBK+UHAQ54otIVGiTpiePvv38EHrV1aor732mk429mDR3efxOZ/erf89D0JH7xuBja/dkpbD2UxmzAhNQlpyQnYefA0OlznwsJiNgFC4Et/3IePTs31e3/f6XNqJxXqeRr7Bkp8oeIjNSkBXT3eO3cut4Lte+tx35LpKLalQFEU3Ldkul/s3rdkOjItCdh021z87o1TuLm8ECU5aXhsz0k4XB7811N7cdvlxTje0I6vbd2PD9tcOPBBG3704nGseqoSda1cxUZExhIqd1af7URP/6xG34vY7+84grK8NHzzExf55ce1V02BzZqkzXbo7VOw4+DpoOVw6k0J9UPhGYcLW96oxvnZVmx5o9rvBgT7cdIz2ZaKnyydjZvL/Xfb2FZZj7VXTQmKS3OiCQkmEx5ZNgfFthTtufuWTMdf99XDYjbB0l+vzOVW0OBwaUuBn151BRZNzdNe84zDhU2vVOG3r1cjJz2ZgxLj0EDXm76fjR7f440TdUC2tasXc4uysHXVPKxeVIoV80tgNSdiff8SN8B7g3bTK95lw2nJCXgg4Dp0zaIy2KxJeKayHg39y9x9WcwmJCV4Z/SaTCa0dfX6HROqYHs0Bwli8RktnO1CPxBCXAlACiHMANYAOBa1FlHUqSOG2dYkpFvM+PnL3s5h9aJSKFIt9NcLc4LQigiZBOD2KHC43Nqd59ULy/CdZw/i1suK8PWrpuDJN2sAQFsX9eqxBqyYX4Ky3DStWGZrV6/f9DkWwaKBKrTrxcf6pbPR61Hg7D03Ve6MwwWPouALCy5EdbMTqUkJWLWgBNakRJTmpmHdziN+2yxNnmjVaquoyf6Rl9/DI8vmaFOVv/2Ji/CVj5VCCMDe2QOT8L4P9z8nIiMIlTsPfejQ+nKVWmits6cPicK/b7elJeGJ/6vRakK93+zE0rlF6O2rxcHT7QDO3ZlWCw929fah2JaCby+ehhn5GezHKSwmk0BhdgoSTMIvPr19uMTm5ZeisrYV0yZloKndhTVP/zuotklXrwft3W60dvVizaIy7TUsZhOqznZqS4FLctLQ16fgBzfMDNpNoSjbGotfn2JsoOtNvdkU6u4XUydlaEUmT7e5sH7XMUy2Wf2KWE6dlIbUpHN1I4ptKdh021y0dfUiKTEB9a1d+NVr3i2Ymzp6gnY4UmNZXTqSmpSIe6+Zih+95B38CFWwPXDL0kheo8biM1o4AxNfBPAogAIApwH8HcCXo9Yiiip1mtJXP16GafkZ2FvbqhW8nHFeJgSAxz9zCSSAqqYOPBOw88Yv/99cfNDShS23l2NvbRuuu7gAT79bh+vnFOCOK0vw2XkKTrd24+l3arF0bhG+v/OIX2GXuUVZKJpw7oRhESwKlfiKsq2osTuRbTVj66qPoNfjQXevgo27T2BZeTHaunpw7zUXIT/Liq6ePpxvS8HhegcSTCaU5qajy90HSIG7/rQvqKP5zfJy1Nq7kWDyTl9Wn1Ok1KbuJZkTsOWNE3C5vXuj+xZ75f7nRBRrerlTzVNLL/XWePrIBROwoqIE7a4+pCUnIDUpEV/e9e+gi9sV80vgcLnxwJIZOPxhOxrau/GVhWX4wlN7tWMuLcqCaUEJHnn5JFq7evGTpbNx9bQ8JCaa2I/ToBRFotbuRFt3L9ItidqHrPxMCz57RRHOz7YiQQjML50Il9ujFVwFztU2WbWgBOdnW7WtRX1jXS26fuWFNq3AX11rFx7rL34thHenjsf2nMTcomzuxjEOhbrZZXf2QFG8dRwCl55fcn4W/nNKrpbPrp6WB5fbg06XG99efBHOy7RgQmoyzIlCK1wJeHck/Mqf9uHx2+Zi3c4jWDK7ADeXF2LapAxse7cOl06egO9fNwPW5EQkJZrw4PNHtFj2KMAjL7+Huz5Wil/cNhd2Zy9sqWasu34m7nvucNC1crQKVMbiM9qgAxNSymYAn1W/F0Jkwzsw8cOotYqiwncXjlvKi/CF/irHFrMJP1k6G1IqUKTAe00dUCSw48Bp3LWwFB0uNzp7PNi+tx4tnW5Awm8LnNULy2AyAc7ePvzi1SosmV2AK0pytEEJ4FxhlxdXVwQF9HAqxdLYoZf4irKt+PuxxqDOY8M/Tniny716EmsWlSLFbMaxhnYoEvjFP6tw62VF+PM7dUhKFPjqx6fAbBJYWVECwH+bpcYO753BqZMysG7nUQDnChktn1eMRBO0ZSLAuYrKK+aXYNMrVdz/nIhiLjB3Cgh8det+AIAl0YTHPnMJut0evFPTAkUCCQIoslm1Qpa+W9VNzUvHeVkX4sv9A7nqzAh1GvMPbpiFP79Tg78fbdbe/1vbD2JmQaZWvJL9+Pg20F1b9fqzpdN4JKytAAAgAElEQVSFsknpONvRgweum4Hte+vwXxWlOHLGgeONHdhx4DT+P3tvHh9Vdf//P+9smcxkT0iICUmICQQIe1wrVIlFalFccKkttBbLp9+qUK1Ka0WrqBWxanEtdan6aytWWxeqFAWsWrEKLgiCECKJwbBkEpJMJpPJzNzfH5N7mUlmsq/k/Xw8eJiZuTNzEl/3fc55n/eyeOaJpMREhd0kak6Je974EgjM2wVpsdw7fzK/e30XNS5PSJj5oTo3ZY5GHtlcEjJWaRM6PAm2mYfq3DT7VJa/8rkeUas5doMPZLNbbcTLa1z89X/7uaQoS49m0CJ6NM1qURSxViN2i5EbZo+l5LBTjxy/be4EHn+nRP/e5XPHYzEpxEUZuf/SKZQcdnLVjFwsRoVt5Ud58r3A4dgbn1cGOiilxTJuZByjU+wR62b01hq1v217RMeEoiijgOXACcA/geeB24GFwN/6ZXRCtwieHGwWEx6fj2R7FAYFrn/hUxadkdumGuzB2kbsVrO+GdMcDmve2ae3AF1anI/D6cbp8bU5gb5v/mT2HK7nsqIsDAZwNvlCTmS0a2UyEMLR2vCVHnG2MbT3v/klv5xdgLvZx49Py6HJCzf/89MQvT7/UTkXTcskJsrIwVq3nmMdfJpS4/JwpL6JOy8o5Kn39unhy0uL82n2q6zetJc/LpgeVr/aIl60LAjCYCDYdu47VI/FpOht6P5w+VQO1DSy5p3SkIiK//ftXJxNvpAw4hXzClnzzr4Qm3vrqztZNX8yAPdt2M3imSfy+QFnmwKXYgeHF+EcEEC7p7ZaF7hrZ+Xz3xIHMRYjcVYT3z8lh6VrP2mz7pw3JYOFp2W32SRWOZtobPbpj5cW51Pd0MRj/yltkyoM7YfuC8MTzWYCnLv63TYHUItn5rJ6Y4ke6W1QAprXWtjvr2pg8Yw8lqz9JOS9WkTP37dWsODUbNZuLeeyoiyu/PNHbdaht6/bqR90ae997IfTOFjbFHIP3XlBIeu27w85HNPGph30tlc3Yyja5vaKXz4LfAM8BBQCWwmkc0xSVXVpP4xN6AatW+FctmYLH31Vw5V//pCtZTUk2ixhC6iMHhHT5oR49aa9ITn4f9i4F49PpXVnGnezH5/fz9+3VrB6015OSAjk7klRS6G7tDa0Wi/ym178jPJqF6NHxHD7azvb6PWG2QWMSbOTk2xvU/ht9aa9XFKUyW3nTSA/NYZn39/PKbkjWFKcx33zJ2O3BKp/u5v9+P1qxCrg2s+iZUEQBgN+v0p5tZMvDtbzqznjdIeD2aC0sYN/2LiX3BExbQ4nlr+yg7mTMkI+V8t13n2wnjJHIyvWfaEXwASxg8ORSO0Wv6pqv9uBo6GJZecUcMvLO7BZjMRGW6hp9PKbf37edp6ePgq/GugQc0nRsYKrS4vzSY+3khpj4aHvT+XJHxVx+onJzBwzggcum8zrS2a0CV/XQvelTajQmnAb+kSbhVNGJ/HQ96dy3yWT+fN/v2LOHwIa93h8bCuvxm410ugNf/ialWhj4WnZuo5b21mtiHDwQZf2WqPH12Zde8vLO5gxJlV/3PpwDI6/JgLtOSaSVFX9raqq/1ZV9TogFviBqqoH+2lsQjeIVLzlkumjKK928Yuz85mcER8i4kkZcTREiHAwGtA3Y+5mPx6fn9apRVazAbPRoIfJf3O0kdc+O8CdFxTKZCB0i+CWYleflccvivMxKLC0OB+L0YC7Obxe9x6ux9nki1i9eNzIOGobPbg8Xo44PTz5XilpcVa+OerCbjXx7JYyrGYDoxJtbRYzS4vz9SrgomWhNaqq4nA4UNW+6ykuCK3x+1U2fXmIfUcauPHFz/jmaKNu+xoj2ElHg0dP5wh+3thqRailu/3j44o214gdHJ5EChsvq26IeGrr9fppaPJR3+Ql0WZhQno8j/+nhFFJtrDvGRlvxW4xBgoIJtlYedFEvZ7Er/7xOSPjozEbFVa+sRuXx0dOSgyn5qboKUXBaKH7WpeOcM4LYXjSekOfHm9l4WnZLHpmK9f+7RNW/Xs3Pzszj5+fmUe5o4EdlTV4vH4qjzaRaDOHdQYcbfQwMt5Kos1CWpw1YuRt8EGX9t5Yq7ndSN1Ih2PHm/Ot3RoTLfUktLvXAcQrSuBPpKpqdR+PTegGkUJ6RsZZueWVHYxJjeFH38rh+u+M4f4395Bos3DjOQVsLasOG+7WOgdfq5SsXauFJmntFK1mA2PTYnnmypPJTLAxLStRimEJOp2tHJyTbOfhK6ay95AzJB1jaXE+f/uwnNvOGx9Wrz5/oDbEgy1GuvXr+444eXhzCcvnjueGc8aQHm+lyukhyWbhsbdL9CrfJmNo7vaIGCtGA0zNShAtC2HxNNTxf2s28uKvk0lJSRno4QjDhP2OBg4ebSTBFsjJz0mxYzUbGJMaQ3KMJaIdvKQok9UbS0KeHzcyLmRuXz53PI+/XRISSj89O5E//nA6eakxjE4ROzjciLTGtEeZwmptRIyVf31eybJ/bOf288Zx14UTcDX7uKwoS7+m9XvKq11YjAasZgMJNgt/eGuP3h0GoMkb0Oeew07S4jo+FZb6J0I4WhfCvKQoU19valG62mvZydGckBBNyREnfhVyfFbuvnAiN7dE/Gh7IS3V45KiTCpqXGH1bVDQa0xozy2Zlc+ub2rDXq+qkJ0cza/mjGPvYSdLi/OYmBmvOx6OtyYC7Tkm4oFtHHNMAHzc8l8VyO3plyuKModAxw8j8ISqqve0ej2KQErJdAKOkctUVd3f8tqvgUWAD1iiquq/ezqewUSkHL6ONnWR8unKa1wk2iz87Mw8Vq7fxf/NzOXm7xaQYLdQ527mha0VbVrXtM7BXzGvkMfeLqHW3cwDl06hrrGZ8ppG1m4tZ+6kDP3m+u1rO3j6xydjMhlkMhB0tBDQzlQONhgUUmOiuOavoTl8f9i4l6d+XITfr3LjOWNZ9e8v2+TuuZv9OD1e7rqwkN/881j14tvPn6C3xtVyAaNNRpLtFpxNPmaOTWXGmFSe3VLG1KwEclJi2ug3J0W0LETGYosd6CEIQ5jutHxzNDQRZTax93A9C0/L5o51O7l17jhGxlupbWxuU8Vds5O/nD0mxAlxx/kTcDjdPP3jk9hWVkN+agxOj5c9h53AscXzra8E5neZ14cnrdeY6fFWLinKxOP1sfLiSSx7aXvI/G5QYNk/tjMmNYYYq4UvDzoZlWhj9aa93Dh7LLfOHc8drWqbPfdBGT84JYsls/K5o6WbgeaY0DZqZQ7XkD4VFvoWv1/lq6oGyqobsFtM2KOMNDYH6u1pdrX1ht4VVD/vommZIWkYi741GnNLuFhqrIVmv8Ljm/ew6IxcjAaYMioBkwGqG7wcOOoiPT6aVf/+ss2+asW8QixGhSqnh8tPyqKx2Udeaiy/e30XEIgKDj6Mu/OCieSn2hmTFsN1rdbOwb9rX7QKHSgiOiZUVc3pyy9WFMUIPAJ8B6gAPlIU5VVVVb8IumwRUKOqap6iKJcDK4HLFEUZD1wOTCBQnPMtRVHGqKrq68sx9xfhNnAPXzEVj1dts6mbPS6N8hqXLsislhD04Ot+e94EalweflGcj9PdzCXTR3HHul0sO2csB2oaGZVko8bl4bkPyvSWSgYFMhOiOSV3BAtPH02MxcSDb+1hz2EnS4vzOVznptHr48n3SvXe0ovOyOW5DwKFig7VDc2iK0LfESkHdey1MzgxNaCVQK50A4fqmjhS3xT2ZMbV5OPx/5Rw45wCHrh0CrsO1uHzo2tPO3EZNzKOVfMns/dwPVMyE3huy/6Qom1+NeAAqXI28eS7X4UsfIZqbp4gCEOTzjhuWy9AsxJtKCgsf2UHiTYLvzl3HB6vSu6IGKrqPZgMCjUNTSyemYtfDaRlagWAD9a6eewH03A2+YiPNuFXVRwNHtxeH/dt2MM1s/J4aVuFvvDOS43l9xt2s2zOONkMDmOCT5kTbRYWnpbNHzbuZfXGwKnymgVFmI0KaXFWMuOjea/0CDd/t4DsFDvbympY804pPz8zL3AqnWAlymwIq8/JmQnc9NJ2KmvdIelDy+eO5+saFznJdorHpg7pDZjQN4SzpUuL87GZjTz1/lcsmzNOt6vB0TSlR5y60y04HTg93kq0xaQ7Bh7+/lRuePEz3M1+vduLtUXHWmHKBy+bEnZfVdPQxN1vfKmPKdlm4Xev79LXps9uKePRH0yj2umhvMbF7zd8ySVFmXoBYwjtupGTbO+zVqEDRXs1Jvqak4ESVVVLVVX1EOj6Ma/VNfOAZ1p+fhEobkklmQc8r6pqk6qqXwElLZ93XBAuh297RW2b51au38W/dlSGFCHasOsQZ49NZc2CIm6YPYY1C6YTYzXx/EfllNc0ApCdbG8JTQoUCKyocbFkVj41Lg+PbC7hiXdLsZqM7PymjiffK6Wk5cTk3Enpep7f79bvZlJGAs9ceTJr3tnHPW98ySObS/SNoc1iHJg/njBoiZSDWl4dKI6l5Uq/seMgP3r6Q3Yfqg+pM3HNrDyWFufR7FM5JXcE5Y5G9jsaSIuz8uR7pbr2lszK5+9bK9h3xMnug/Ws3ljCz//6MeMzEvTv1cLpoi1Glr30OWcWpOrPyymMIAj9TaTcfa14YLiig//89ACfVxzF3eynstaNyaiw8LRsqp0eGpq81Dd5efr9MqwmI0+8W8ojmwPpanecX8jft31NQ5OPa//2CYuf28auynrMRgPP/ne/bh8ra916HZ7YKANP//jkIb3gFXpOcM2GBy+bElJctczRyOLntuqnth9XOLCaTSTao3A1+fCrx2qVZSdH4/Wr+Hy00eeSWYFOG9qcnpcayzWz8lg1fzJxLevZXQfr+GB/Nf7W1diFYU84W/qHjXtxuDzMnZQRYleDCVerAeAHp2TpUWcADU3esGtZf1A9vt+9sYvlc8eH7KvS4qw8/X5ZyJhczb6Qlrg1Lg9Gg8Itr+xg9cbAnkq7b1p/3+F6d4fzxlCk3RoTfUwG8HXQ4wrglEjXqKrqVRSlFkhuef6DVu/NIAyKoiwGFgNkZWX1ysD7mnA5fOGEOXdShh42B8cE+cLiU9n5TS3ZyTZ8Kqz69269fViizcKq+ZNYefFEzEaFRFsgjP2DfUe4d/5kGpu82KJMPPN+KafnjdDD6gB8fkJ6Qde4PFjNBv2zg0Pxmn2hYxXCMxT12V3slvA5qDZLwAztdzSwvaJW9wy/tK2CX88pwNXs4/mPyrn8pCxGJdowGuDU0Um4mn1EW4xURzgRzG3pNANti7YtLc4n1mqi9HCgC0dGfDRLivMoLkhlYkaCLLxbGE76FIYmx4tGO2r5Fm4BuvyVHTy5sIii7HgWz8jDp6oUnhBPtCXQVjEpJirsqV2CzcxlRVlUHHXpn6W1yZs4KoHT8lIYNzKWX323gHq3lzXv7JP0jW5yvOgzGO2UWdNseryVi6ZloigQE2XE4WyizNGACjy6eTffm3gCY0fGkZUYzdLiPDbvPswd8yagoFDb6CV3hJ2bv1vAYacHVYW1W8u5YXaBvp783eu7qHF5AumXZiOXFWXp69LMxGjRZQ84HvUZyZb6VfRIiOqGJv1am8WEx+djREwU+akxPHT5VOJsJmbkJ7O/ykVcS1FKTee2KBNLi/N4YWtFSP0drTBleryVuZMyiLOa+OOC6ZQedpKdYufBN/eEOCHczX5OSIgOSam7be4EyhxtD/Eitbw93lqFwsA6JvoFVVXXAGsAioqKhoRrNVydCKPSVphGQ3gv2n6HS+93azQEHBiaU+LHp+dw1bNbQ8KbPix1cPG0QCvG4Hz8pmaf3hva5yektY0WLj8qycbareX6okebVOYUjuzzv9PxwFDUZ3dJi4tqkz+3tDiftLgoIDBBBDvgKmvd1Dd5+fu2r/nJ6aNxNfv08DltwbJ2azk/OCU7EA63fndIHl/rom0FabGsvGgi9igTFpOBQ3Vu1rz7VUsNlkYe2VzC6Scmi1MiiOGkT2FocrxoNFJ9KC2tLNIC1GBQueykbJas/STErmYkWEm0mXSb+8jmEv01FfTaUMGf5VdhbFoslUdd7Kqs456WkGOJIus+x4s+w5EWZyU7OTrk4GvhadkseOpDXYu/u2giR+qb+MkzHwXVMxnPwdombnt157EN2XkTeOfLw3q6cJTJwH3zJ3NXi1NiaXE+GYnRHKhp1A8ffH6G9AZsMHA86jOSLTUogQPW7ORoDhx188Mnj+n013MKaPL5uf/NPSF29NktZVxalBmi89ava/p8dksZ6fFWFpyaHXLd8rnjMRvR6/UEjykh2sSfFhRR39RMos3C7zfs5tQTR4SM/6VtFW3WzsE2ub15YygS0TGhKIoNaFZVtbnl8VjgXKBMVdV/9MJ3HwBGBT3ObHku3DUViqKYCBTkdHTyvUOW1pVirWYDEzPj2zx3UnZSWEGWHHHqOVJ+9ZgD46JpmTzw1p424U1P/qiIRc9sDXn+tld3suiMXD2sbu3WcuZNydC/47bzJhATZeRQrZtF3xrN3W/sDnvDCIJGVpKd/LQYlhbnk2SzYI8ykRJjITPBBgQmk9YOOLfXz9xJGThcnjY5dqs3BZxv97+5h0d/MI01C6ZT7mggOcZKvdsTUrRtxbxCymtc/O3Dcq4+K59vjrp4+v0yXd/PfVA25I250HtorT8Fob8IN+8/fMVUVBW27KvSuxS0XWwbQ8KMg6MfRsZFk5EYzZoF09nvaKDK6cFmNnL3619w+UlZPLulrNVnwd7D9WQl2ZielcikUdKFSIhMTrKdFfMmsvi5rfoaMzi1w93s56uqBn3u1toxjkqyc+WfPwq57vbXdvLHBdPZVlaD3WKksdlLbJSJW+eObzmNVik57GTl+oCz7Lqzx/DXD8u4eFrYYGlhGBPOli6fO55Yq4lvahq568KJXNVqzxNujakd8G7efZhb507g6r9+HHb/1Oz1U9/kxWJS+OXsAv2QV7tuxboveODSKW2cC8vnjudQnZukmCjmTEgH4N75U6huaCI/NUaPiK9xechPi+Ff187giDO060a433Wo78Hai5hYT6D45F5FUfKALcBfgLmKopykquqve/jdHwH5iqKMJuBUuBy4otU1rwI/avnu+cAmVVVVRVFeBf6qKMr9BIpf5gMf9nA8g4ZIrV+AkOfCFbq8de54Htp0LN3ig31HWFo8liXFeeS01JYIxt3sp6K6Mezz2UnRLDojl7Vby/nx6aPJSIjmjz+chsVk4Lev7aTM0ahPEH9ZdArNfr8sYoSIGAwKZ+an0tDkY9lL20m0WbikKJMqp4dx6XFkJ9mYmBkfYryNCphNBtxef1iNamF5H5cf5Yl3S7n9/Am88FE5uw859cKX40bG8djbJew57GTFvEJe3/4NPzszj998z8aeQ/X66ctQN+ZC7+FwOPjpw/8iLjNvoIciDBNaz/sj46x8UVnP9x56F3ezn5u/O7ZNhfcls/IjFgn2q/Deviq9GNvt509galYCXx6s56ZzCnA4m6hxeYBj6W0ZidHkp9rJHxGHyWRgtJxEC+1gMCiYjYquv+CCgRpaFGR6vJWfn3kiziYv5dWusJqta/RSkBZLlNnAY2+XMKfwBJ77YD+LZ55Ist3C5KxEVl8+mfLqRv76YZkUYhXCotnSsdfOCNQwUxR+++oOfc9y3/zJnUqXdzf7yUm2kTotk12VdWFf/99X1WQl2Uiym7nmrHxKDteHvW7fESdZyTYevWIaO76pY/KoeKJMBkbGWclKOrZn0gpxTvOrTMyIb9P+UysU3/p3PV5ahUL7jolEVVX3tvz8I+BvqqpeqyiKhUAb0R45JlpqRlwD/JtAu9CnVFXdqSjKHcBWVVVfBZ4EnlMUpQSoJuC8oOW6F4AvAC9w9fHSkUMjUt/l4Of8fhWLSdHz6w1KIFxeW2zsrDjKwtNH81FZNSkxFhJtZrKTo5k7KUNPy3jtswPYIvSfzky0EWs1MzI2iif+W8qCU7OZcEJ8G0/3A2/tYe3iU5mek9IPfxlhKFNe49KdEq3D3R6+Yipx0SYKRsby4GVTsFmM2C1GmrwB4x+pv7P2Xy3S5975k7npxc+wtxRgvWPdF3pKx/JXdrB4Zi4jYqM4KSeJ8elxnH5i8nFhzIXexWKTBa/Qv7SuEB9cU6LZr/LC1q9ZWpxPZqINV5OXJq+P1LiodsOWIdQ2PvjWXlbNn0xafDQ3nTMWu8WELcpERUsFeK3VtyB0Bi2dY+6kDMamxYZNQy7Kjmdp8Vi+qW3E7fQRH20Oq9lkuwWv389Rl4frvjMWkwHumFfIra8c21SuvHgSp+Ymce7EdJmzhYhom3hFgXNXvxuyZ9l7uL7DdHktuicu2swJCVa8PlV/Xas1YTRAfmos923YzS9nF7D8lR1cNSM3rLazku38fsNu7phXyKNvl3DD7DHctyGwdzIYlLAtP8PtASP9rp29dijQnmMiONdoFrAKQFVVj6IovVLZUFXV14HXWz13a9DPbuCSCO+9C7irN8YxVNnvaOCav34ScgMUZcfz+0sm8+Whek7PTeKTr2t55dMD3HLueB7ZvJefzczj9nVBeX1zJ/CPbV+3OYlZWpzPL//+mZ479dMZuURbjGwpdYT1Bro8x5VfSOgjtDzpi6ZlhtQmiYkycrDWzd5D3pBQt7svnEhzs5fxJ8Rx23kTuP21UO2+9HF5SIFWd7Mft8fLklkBz/XqjSUh3+9u9jMmLVZf0BxPxlwQhOOH1jUlDIrCom+NpsHj48YXP9Pz+e9dv4vfnjeB374Wmq9vROWBIPun2cbb5k7gT+/sY+bYVB7eVNLmeyVnX+gKWYk2rp2Vzy0vB1rWBkc8ZidHM3tCKhmJNn763LHaZr85d1xYzZYcqSfWaqbO1czv39zDvCkZRJuNeLyB7Yi72c+yl7bz+pIZolGhU4SrzfPC1gruvnAiN//zc12n07MTWTGvUG+9fOW3cvjL/8pC6qcsLc7n+Y/Kwxb8V9VAVO9L2yrCRrZpLUGPuppZMiufJ9/bj7vZz8FaNxMzOm4VPZxozzGxXVGU+wikWeQBGwAURUlo5z1CLxLOgxYs0tY3XHq8lUunj6LB4+OVTw9QlJ2o50hVuzyckjtCd0pAS17fukAtiec+KGPxzFwyE6KxWUzcFdRX9w8b9/LApVO47oVPI3oD0+IkN18IJZx+taJEsVZjiHFfUpyHy+Nrk+N38z8/548LpoMKj/9nV0iR1cffKeHG2QUhWrWaDeQk27GaDZgi5GSPGxk3LI29IAhDB81WJtosXDQtkxPirUSbTXqRSy2ff9EZuTz2n5JQ2/ifEi4/KSukArzVbCAt3sqtr+zQi14eb0XThP7F71f5orKWW14O1DiprHXz7JbAWnLCCfE0eX0cdXm5tVUNlLte38Wyc8Zy7/zJuD1eRsZbKW+pgTI6JYZ713+pt0nUNK51hHM3D+2OA0L/Eq4QpsWkYLMYWTwzF5vFSKzVzOLntrG0OJ/75k9GBW588TMWnZGrr1Era9288Xkl91w0qU3U+OpNe/njgulYzQYqa916FySjAfJSY3WnhNVsID3Oyj1v7NYfj4y3Rmz5WTBMHXDtxev9FKgCcoDZqqq6Wp4fD9zXx+Ma9oTrWb5+58GQns3aDacRaGNj5pHNe/nl7AKcbq+eh2+zmCJ28VCUQOvPaLORKLOBNe/sa9PSpt7dHOINDO7zK7n5Qmsi6Veri5KZYNMNPgTy+yLl+H32dS3OJi9ljkDnjIc3lfDI5hLKHI14/WpInvQd50/Ap/pY8vxnrFi3K6xWR6eIVgVBGNzkJNt5+IqpLDwtm3XbD+D0+NhRWdsmn19RCGsb0+OjQ2zf7edP4Pf//pIyRyOKEkjjvG3uhJBr7r5woszlQrv4/SqlR5xs2VfFf0uq2NPSclujstbN6o0lqP5AscqKmvA1zByuZm568TMMBoVlL32O1WJidLKdVeuPbdq0FM3WHeHEeSZ0Fq04ZLCdWzFvIr9Y+2lAp2rgkPeqGbkk2SzsPlTP3pY6EcE1U9LjrcwpTGdbWU1YPe+qrNfXm5W1bp58r5TMhGh+v+GYnu84v5BD9S798V0XTmRcWly7LT+HIxEjJlRVbQTuCfP8+8D7fTkogRAPmpbPtPtgHRkJ0UzMiA9bjdVoAJ/fz09OH03J4XpOzgl07Yg2G6g86mJyZkLYE5JpoxJYNX8yFTUu7m8Jn9t+oC7kmozE6LDewOKCVCZmJMgJtBDCfkcDK9cfi3AAWLl+F8l2C2PTYimvbtunOVxLXKvZQJM3EO4W7rUqp5v75k/Gp6qYDQpP/beUn5+ZH16rY1OZmClaFQRh8OP3q9ijTDQ2+7hhdgE3vvgZ187KC7GDwYvt1raxuqGJNQuKOFTnJtpsxG41sv1AHVazgelZCRgU+NuHZbqNNigwLUvsoxAZ7cAhOOT8sR9MC1u7jJaucDZL+Bpm00Yl8NgPp/G1w0WNy0N2ko2V63fpGg3ulqVJUg7Chh+RIsc7iigPfm+izczaxafR7PORZI/SHQHp8Vbios166tHS4jxe++wAv5ozro1tvWhaJqs37Y0YNV7v9rJu+wHuv3QKJYed5KbYsUcprLp4Mofqm0iLjWJLySGKclNZUpyHzw+rN+4h2mwMW5tlODvg2msXOg/IVFX1kZbH/wNGtLx8k6qqL/bD+IYtwTdOcJHANe+UhuQeadVY9xyqRwUSok18U+tmzTulvL37MCsvnkitqxkAr8/LXRdO5DcteVWa8f/NyztCIiSykmz6TaK1tKk86uLOCwq5peXaJ98LjEOcEkI4HA1NYfPwPvm6hgff2sufFhS16dP8/76d26ad0nVnj+HP7+8H4ObvFoS0pb3zgkKqnE3sOljPPz6u0DXc2OzjjvMncOurO0O1Kk4JoY8JbjOanJyMoojehK7j9fp5bfs3/GY6DKUAACAASURBVLplrl5SnIe72Y9BUXQbqfW2f/6jcpbNKWDl+mO28bbzJnDU5WHZS9t1u7jyool662SP10dWko09h536RvD+S6eQlSQbPiEy4ULOj9S7ufrMfG59dYeuv9vPn0BlbSMxFiPPvF/KHecXhry+Yl4hFTUuEu0WnvzvV6yYV0iTz8eyOeP4ptbNviNOvVvW9d8Zw+knJkuR6mFIOEfY/ZdOYfa4NDbsOtRuTYZI752WlQQENv4XTctkxbovdD2/sLWChadl8+R7+7jtvAk8/p8SvV5ErNXIojNyiYkysnzueP192h6p3t3M3EkZrFj3BTUuDw9cOoU9h1w88Nax779jXiH7DtfjVwMRbx6vyvUvfMr6pTOOu5afPaG9GhM30dIFo4Uo4CTADjwNiGOih7Tn8dPSNDQvXevco4zFp+Ly+PT3BXqdHyHeGktjs4+rZuTy0rYKjtQ3cd+GPYxJjeH7p2TzeEsuqtEAU0Yl8OjmvW3yUI/UN/HApVPYe9iJ1+/H6/Xz8KZSLCaFtYtPpbHZJxOE0C4Wo6GNbldv2hvIKW32c8srn4c4yWpcHlQVxqfH8vgPp+Nu9vFVVYPulFh4WjYJdktIBxqLycDfPiynzNGof6/VbOBQnZs/vfsVi2fmkjcihgknxDM6RbQq9D3NjU6u/ctHmEwmnv352aSkSKcioWOC1wKpsVYq6xp1pwQETp6tZgMNHh/vfHmYe+dPptHjZVRSNKMSx+BXQ7tzNXt9PLulLKT2zgmJ0VxzVh4Pb97L4pknsvbDcol8FMLSem2alWijvMbFnkP1+tpS01as1cJ1rZwVt726k9vnjiPJbqF43EjAzwOXTmHXwTp8fnh4814uPymLvDQLN84uwO31svegk7hoM4frm/D54Rdn51Ne3cjT/93PpMx4Ts0VWzrciFR7Ye3iUzusyRDpvWOvnYHRAHdfOJH9joaQqHRFAb+qct13xvL5gVp+NWcc0RYDf1o4nYO1TTz41g69WOb9l06h9IiTgrRYapuaWbEu9BBuv6NBP2TTvv/Wlq5wD28qCYkKOljnPu5afvaE9hwTFlVVvw56/J6qqg7AoSjK8HTj9CKRvHmax09L09h9MHzv3I27D+v9yR++YiqZCVaizCZ+8sxHITeHyxOoFDtjTKre0UArIhR47zSu+evHIR49r8/HfkcDXr+fCelx/Pa1L0JOo2WCEDqiockXVrf7qxqAQE602YC+mA4Usww4v+6/dBLRZgPO2CiuPD0bFYUGj5ebXtzeJtSttX6XFueTlWTjkqJM8lJjsVsM4pQQ+hWLPQ6z2TzQwxCGCOHWAndfODHE1mm1nUwG+O7EdG568TP92jULiljc0vFAw2o2sHhmrr5GuO28Cdzy8ufcMLuAeVMyqGtsZvuBOj1l8/QTk8VGCkB4Pd55QSEPbdqrt+zUNlSVtW6cTd6wc31qfDT/7y8fk2izcOvc8SHOCwgUtbzmrDzu27BHn7szrWbu27CHGpdHL3g5nEPahzuRai9U1kauyaA5JiK9d8+heu5ZvwuPV+U33xtHdnJ0m+jeuy6cqB96PfT9qew9XB9SmL3M0cj1L3zKI1dMw+P10+D2cs1ZeXh8fsaNjOOxt0s4syA17PdrZQK1w7rFM3NJjbVKl7gg2nNMJAY/UFX1mqCHIxB6REdVWLU0jYyE6JAbAgKLjjiriavPyiM2yoSCwvv7qrn331+2OaFeNX8yVrMhpIiLhrvZzxff1LHojFyykgLdOO7bsJtLpo/i4c0l3HjO2BCnhEwQQmexR4XPK23yHsuNLq9uxGoy6q2YLinKpCg7gX2HG/Wwz2VzxvKHjXu4akZuu/rVqtE/u6WMX84eQ7LNwu837Obyk7IYnSLGXhCEwUnrtUCizUK0xRhiPytr3azdWs6q+ZNZ+NSHIfN8ZW344oL5qbFcMysPgwJHXR7KHI3sPVxPtNnIs1vK9GtlXheCCbc2veXlHbqjINFmwe318YvifIwGlaxkW9i5/nB9k76J3FkZ/oDN7T32HRkJ0fz1f2V6i/pnt5QN+5D24U64jhpWs0Ev7BupJoPfr0asbbLrYB2XFWXx3AdlrPnPPm4/v5Cf/X/bQvT+m39+zuM/nM4n5TV4vP6IhdmbvD5Wrt/dJmp31fzJKBFqpqlq6Gdo7euFY7TnmPifoig/VVX1T8FPKoryf8CHfTus45/2qrBqmyiDQWFiRnyb3KPrvzOGEbFR3Ldhjx5WdN3ZY0M+TwtNavL6ePSKaew5VB9xo/jke6UsnpmLzx/wBGYn23n6xyfR4PGGdDyQCULoLB6fr00v5+DFhnbiMiLGwsPfn0qNq5nlr+xg+oLpPPJ2oD1YlMlAwchYEm0WILyR9/qPRQBpz5VXu4g2G7ni5Gz+/P5+pmYliGNCEIRBSeu1wEXTMrnnjV1t7OflJ2XxecWxrhzaHJ8eH37xrgJPvFvKklnH7O6UzAQam30yrwsRibQ2VRRCap6NSY3hB6dmc+OLn/HrOQU4XB78aqCI9YmpMXxd7WpTqDXSJs1qNnDgaCMXTR/F9JwkTs5JYmpWwrAPaR/utC7wr9mrCelxEWsyaBE/K9e3taHaulOLyEmxm6lyNoXdOx1qOZDNSLRSXt0QVr/+lj1TMO5mP18eqtdrAAXXTNPWwMGfIe3r29KeY+I64GVFUa4APm55bjqBWhMX9PXAjncieQJbn1wYDArj02NDQt59fpVlLx3LP71k+ii+qnLqn9e6YGYgNKmQ286boKdzaDfp2q3lLC3Ox2Y28vg7pXolWnezj1lj03hdcp6EbpBsj2Lt1nI9miEh2kRWkp3lc8eRGmvlnje+AOB7k05g+4FaXvn0AIvOyMXt8bUJq1tanM8bn1e2mWTuvKAQo0EJKdSqTTy/KM7nwY17qXF55DRQEIRBS+u1gNb+U+solJUYzYHaRt74vJJfnxuoFp9os+hz/Lt7YtrM7XecX0hsVCCdQ1uI3zp3PLev28kzV54s87oQkUhrU1UlpObZVTNP5KYXP2uJoPDrkb3a3Lx59yF9zm5vkxZc5Pri6Zk88W4p505Ml8MEIaTAf2t7Fen50iNO3WER3JUtLzWWJ97Zp9eSGDcyFnuUiU/Ka9rdO2Ul20iLi2qj3zsvKMRsMkS8Vypr3Ty7pYw1C6ZjMRkYEWPlK4ezjVNY2te3pb12oYeB0xVFmQVMaHn6X6qqbuqXkR3nRPIEhju50PpCa1wzKy/k1CQtzsr9b+7RJ4FwBTN/888dLC3O10+i81MD6SK3n1/InoN1PP5OqR5CV3nURfG4kZLzJHSbnGQ7y+aM4/oXPiXRZmHhadksef4TXesr5hUSbzNz17++4PsnZ+nOiKd/fFIb7f5h4159gb14Zi6jU+w4nE0cqW8iI8HKmgVFOJxNlBxp0Bfh5TWN1Lg8chooCMKgJifZzt0XTuTmlmKXWtvkylo3j2wu4ZpZeby0rYIFp2ZzuN7Nkln5uL0+3U5uP1AH/ysLtE32qygGhWffL20pOgg3zRnLwVo3Tnczy+aMIyvJrs/tgtCacGvT2+ZO4PF3SjhvcoY+Nze21Ja4aFomD7y1p03qx8NXTGPFup36xjA/LYabzhlLenw0SXYzHq+f678zhkN1bv78/n5qXB4MCjJnCyFE2odEej444kezoQDXf2cMcwrTdbuZnRzNTecU8MLWig73TtefnQ/AqvmTcTV5qXZ5yE6O5oa/b48YlQFQ4/IQbzUzOStQGWF0il2cwp2gvYgJAFocEeKM6GXa8/i1JjU2vAdbmxQqagJ9oINPWMKF4jU2+/RiQlq0xCXTR+Hx+flFcT4HahuxW4yckBgtXjyhRwTr+0h9Ez96OjQvenlLdeLLirLISrJx/Quf6TUjwmk3Iz6ai6dnAnCw1s3K9V9iNRu4d/5klr/yOfOmZOjavueiSWQkWrl4WoYYfkEQBjUGg8K0rAQ9KtJqNnLd2WP0zZ5RgUuKMvWaUWu3lvPzb+eF2MntB+q45m+fcM2sPJ54t5Q7Lyik1tVMY7OPI3VuRsRamZ6VQLbYQ6ED9Ppmi09l4+7D+Pzwtw/LuGT6KApPiNPXnraWOlKR6peVHnGybM44drd04lix7gsWzzyRBJuJx9/ex3lTMlj+yrEWondfOJFpWQm640wQukOkiJ/cFDs3tBQNBpg7KYPD9e5O7Z1GxFn59T8+DzlYa/apLDwth2e37GfRGblEmw2MT4/j9nWBNvXadXHRZvx+FYNBkcPeTtKhY0LoOzojUr9fpeJoQ0io5mufHdA92GNS7XxT69b76j6yuYSlxXlhb8xTRiexpDgPnx/Wbi3nsqIs1m4t59pZYxgZZyEnxU5aXJRMDEKvoOlb82AHt2QCsFmMPPjWXu68oPCY08LrC6vd8ppGnnyvtE2dit9v2M21s/Kpdjbphd5irEamZyWJhgVBGBJkJdkpGBmnn1Jr7egaPT4cTjejkmwsOiMXp9vD1Wflc6DGFdZOnpyTRGF6HI++XcKew07umFdIdnI000clYTIZBvA3FIYSBoOCy+PTI3UnZcSROyKG+iYvf1pYxGdfH8XhdLNiXiEVEbSYlxrD7a/tZO6kDIwG+NWccRgU+P2GL5k9IZ3p2Qlyeiz0OpGi0WOtxhCNxlqNGFC4/jtjuP/NPe3unRzOJhbPzCU3xU6Vs4n739yjR5jfe/Fkjjib2HOonue27OfXc8bR5POz74hTvy6446LQMeKYGOTsdzSwrewor3x6gGvOymNknJXyGhcbdlbyy9ljcbq9/GFjoKvB4pm5ZCXaSLKb9ZstOJ/PbFIYkxrLfkcDv5xdwDdHXcydlMFDm/bw9I9PFi+e0CekxVnDtmRaPnc8iTYLVvOxCvQGRWmTy7d87nga3M08dPlUKmpcfP/kLHJT7ERbDKy+bCpL1n7Spiry60H9rAVBEAYz2in12Gtn8FWVk2afqre0u/qsE6lt9PLke4Ec/qLseH45u4CMBJvevUib4+/7927OLEhl4Wk5HKxz88jmvcybksGIGKvYQ6FLaCfPiTYLl52cxcr1u7isKIsbW9p2B7oPTOJb+SlkJERz66uh9csefHMPl5+URWaiDYCvqxswGw1sLatlxzf1FBekcWKqnB4LkfH7VfY7GjhU5yYtrnPOq0jR6PsdoQUsMxJs3NhSI0VLcZ9wQiw3njOWVS0dDq1mA789bwJ1jR6mjkrggTf36C2WARqbAwdpN/z9WCTG+IwE3VZrBHdcFDpGHBODnEN1bvxqoBjWfRv2cNaYFBbNzGVKZgKfVhzVCw5pdSisZgOP/3A6T/93f5s2iqmxUfhVuG/DnjbfE9wNRBB6k5xkOyvmTWTxc1tD0jkCoZ25pMZGsWJeIctf2UGDx8dL2yq4d/5kSg7X4/PDw5tK9NC4RWfk8uR7pdx94UTm5I/ko7LqsFWRRc+CIAwWOrvA/vJQPaVHnGzYeVAPg0+2R3FdUPvGrWW1XPnnj/SaUYoCBWmx3PX6Lipr3Ww/UKfbyjJHI35V5neh62gnz7sP1rFi3RcsOiO3Tf79jS9u56ZzxpKVbOPRK6bx8ddHUVV47oMyXYtaetGSWfk8/f5X+nuPON2cmCqaFMKjdddoHfnQmciDcNHorSMpyhwN+t7pkc0lXH1WHlf/9RPdUaEoYFACdSK01OFV8yfrHTdqXB6mZSXi8flDnBCRUpvEBncecUwMctLirHoxrESbhbMnjOSqZ7Zy1YxcIPwN4Gpp89m6jWJqnJWdB2rDhiopBKrZSjid0NsYDApmoxJWq1lJNpY+/ykWk8IDl07BZjHyxLul7DlUz8ObStpcn5ti47EfTOO0nGTKa1wYFCWsnqUThyAIg4HOLrD3Oxq4/oVPWTV/MmcWpLJy/S7mTsqgrrE5rO1s8ByrGbXojFwqW9rbaa8rLesGg4LYQ6HLaCfP2twdacOVHBPFinVfcMPsAp54t7TNXHxyTiIGJVd3VmjPy5pTaA/NHgY7wnoSeRBcO+XLg/V6jZTgbkjBjgqNa2bl6d//5aF6nng3kFI8KsnG6aOT+fpoY8QagMGPxQZ3Hkk6HOTkJNuZlp3Aw1dM4zfnjmPFui90wWsOi2CsZgNWU6B4lvaaFg7/1LulRJuNLC3OD3nt+u+M4RdrP+Xc1e+yfudB/H61f39J4bhHCwsNxmo2cLDWTWWtmzJHI9e98CmlR5wsnzs+orazkmx8KzeFTXuPcO7qd/nF2k/b6FmqegvdRVVVqqqqcDgcPf4ch8OBqootHe5EWmDvdzSEXHeozk2izYLJoJCfGsOv5oxj3fYD+sI3GK0lndVs4Na541m3/UCb1w0KLC3OJz81hqyWcHpB6Crx0eaQ+TUYq9lAlNHA3EkZVB51cecFhSHXXnf2GA4ebSTabAxpkyhrTqEjgrtraGiRB53B71cpPeJky74qSo849QKUEzMSsFlM3PWvXSH7pEhrTm0K137WOsUVpMViMhn4yuEMWYO+9tmBNveBrEm7xoBETCiKkgSsBXKA/cClqqrWhLnuR8AtLQ/vVFX1mZbn3wbSAS2Ge3ZLe9PjkoamwELmqhm5+o360rYKfjYzt00+/u3nT6CixoWKyqr5kylzNHByThJL135KZa2b3YecLDwtm1XzJ2M2KnxV1cDT/92ve7IlF0roC7ISbdx5QSG3vHwsJzq4rRIEDH5STBRJNjOZCVbumFfIrUFVu5fPHY+iQEVto77Q13pFL56Zy9RRgarzcgIjdBeHw8HCR9/C01CH1+vr9ud4Gur4vzUbefHXyaSkpPTiCIWhRnsL7OB5Nj3eysLTsvW0Dc1Grt9R2aYl3V0XTsRsVPjjgumoqsrPvp2nF8cOrgZfesTJfRu+ZMIJ8TKnC11Ci/RZuX6X3sUtXGvE/dUN+glzdnK0noZZkBbLin/tAuDK07N58kdFuDw+Sg47Zc0pdEik7hqdiTzoKEptXHocNS4PflWN2A1Jq9sTXGxdW6+6m/1UNTRhMChcEyb946ScRCns2gMGKpXjV8BGVVXvURTlVy2PlwVf0OK8uA0oAlRgm6IorwY5MH6gqurW/hz0QPBVVehpi3ajVta6efydUq48PZtHr5hGs08ld4Sd3QfruC2oCNGdFxSSFh+le6srg1otPnPlyfxs/cch3ye5UEJfUF7j4qFNe3XjPTYtlvs27A4JP7aaDew74mRpS62Um79bwDVn5eHx+SkYGcdT7+3j3vlT2iz0tfoqzy8+RXQr9JiomHgAvLXVPfociy22N4YjDHE6u8D2+dEPGSAwF69usZlaO7uJGXGMSYvFaIDXPz/ITS2FCLUuHqVHnOSOiOHxt0tCirTJnC50leBIn+c+KOPmc8dRedTFvfMns7+qgSavn7Vby5k7KUN/T5mjkZLD9USbjVQ5m4BAjn5mkp3TclP431cOVq7/MuR7ZM0phCNSd43ORB50lAYyOuVY/RSt8wwEnMOLzshlXHosCTYzXxyo5frvjOHrGlebVKQRMVZ9Ldo6/eP0E5M5NTdFNN1NBiqVYx7wTMvPzwAXhLnmHOBNVVWrW5wRbwJz+ml8gwK/X2VXZV1IlMSSWcdChmpcHrx+uH3dTvLTYjAaFL1iMgRuxlte3oHXB/dfOqVNaFFaXFTY0CXJhRJ6m0N1gXSNRzaX8PCmEu5+PVDhO1iTS4vz+fvWCiCg3bvf2E1Osh2fH1au38VPzjiRnGR7xLQQ0a0gCIMNbYHdUWjv4frwkRWKEnC+PvleKTaLiZxkO15fqBOjzBGIIjstN5mV63eFOCXENgrdIfgAoLLWzd2v78Lrh5te/Iz739zDk++VcvlJWfzj4wr9PYE2obE8u6WMu9/YzYOXTeH1JTP0k2qZu4XOotWEeH3JDJ5ffEqIjjqiozQQ7bOLC9JC9KjZ2XEj4zg9N4XicSPJTLS2SUVaWpyPQYmcoix67hkDFTGRpqpqZcvPB4G0MNdkAF8HPa5oeU7jaUVRfMBLBNI8wiapKYqyGFgMkJWV1dNx9yv7HQ3sPVwfEiXx3AeBsPXMhGjKqhtZu7WcZXPGkZNs539fOcLejEec7rDtc4BueySF3mEo67MrtD41rKx1s3ZrOffNn4yKitlg4PZ1X7Qp4GaPMjIjP5mLp2Xo4XA98aQLXWO46FMYugx2jUZqX9d6gR0pskKrJbFkVj7LX/mcp398ckQnhsfnZ9mccWIbBxGDXZ+RaG/OtkcZyUqy85XDGbJhWzIrn9+1dIcBUFHb7Ywg+hx4BrM+w3XX6AydiVIL1JuID6vH0SkB+3xiagzl1Q08u6WsTZfDgpGxfHtMqui5D+gzx4SiKG8BI8O89JvgB6qqqoqidLXyzQ9UVT2gKEosAcfEAuDZcBeqqroGWANQVFQ0pCrsHKpz88LWipC8vhqXJ1AQMyuBrGR3yIatvZsx0g3emQWT0HcMZX12hXALkqXFYyjMiOOIs4n/7KnSFzgaVrOB7GR7G812dqEv9Jzhok9h6DIUNNqZBXY4G7l87njq3c16OkdlrZvD9e6Ic31anJVTRieLbRxEDAV9hiMn2c7dF07k5n9+ruvxsqIs7np9Fw9cNpkTUwMh8a8vmUGZo4FPvj7aJty99cmxzN2Dj6Gqz/borAOsM3q0WUxhuxzaLCbRcx/RZ44JVVXPjvSaoiiHFEVJV1W1UlGUdCBc4coDwJlBjzOBt1s++0DLf+sVRfkrcDIRHBNDjeB+5zaLCYtJ0fNLtcIq07ISyEmJIScldJHTHW90dz2SgqARrNm0uPCGuT0D7lcDlYxbF9ZaefGkiNoV3QqCMFSJZDODbWS02ciS5z+hzNGov0/b7LU314ttFLpDOE1Oy0rQiwOqKjz3QRk1Lo/ucNC0lpNsp7Hl4Aza70Qg+hR6k87Y0vYcBh3pMS0uqk2TgaXF+aTFRXXq/ULXGahUjleBHwH3tPz3lTDX/Bu4W1GUxJbHs4FfK4piAhJUVa1SFMUMzAXe6ocx9znhKsneeUEhD23aq/crv//SKWQlRd6sifdO6E86qn4cTCQDnpNsZ9mccaxcv4tFZ+RiNEBRdhKn5yaLdgVBOK7oyGZqNtLvVyOmZchcL/QmkTQ5e1waBSPjeuXkWRB6m87a0p6QlWQnPy1Gd9AZFMhPi4m4DxN6zkA5Ju4BXlAUZRFQBlwKoChKEfAzVVWvUlW1WlGUFcBHLe+5o+U5O/DvFqeEkYBT4k/9/yv0PuEqyd7y8g7WLj6VxmZfp4y9eO+E/qSj6sedQV/UjIyVRY0gCMc1nbWZHW32ZK4XeotImtQKDvbGybMg9Da9sf7sCINBYdbYNHJTYmR92k8MiGNCVVUHUBzm+a3AVUGPnwKeanVNAzC9r8c4EESqJNvY7OPU3JSw7+lMGL0g9BXtVT/uysQgixpBEIYDHdnMcHO62EWhL4mkyTJHg64/0aAwmNDsZG+sPztC1qf9y0BFTAhh6Gy/c42uhNELQl+QGhtesyNipF2SIAhCa9qb52VOFwaCSJr85OujNDb7RX/CoEKzk18erOvSnkkYGhg6vkToD/x+FYMCd184scN+5xqRwpj2Oxr6bdzC8MTvVyk94uSoy8PS4vwQzS4tzscolkUQBEFHs5mOhiZWXjwp7Dwvc7rQW2h627KvitIjTvz+yA0XtGKqwZpcMiufv2+tEP0Jgw7NTmpdCzu7Z9Loyr0h9D8SMTEICD4lSbRZWDwzlzFpsYwbGaf30w1Hb4XRC0JXCNbrVTNyeWlbRZsez1NbOscIgiAMd1pHQmQnR7NmQRFmoxKSgilzutAbdDXyRqtnknzlybxbUqV34NBaf4r+hMGEZicra90hXQtn5KVwUk5Su9E9EpU2+BHHxCBA8/4l2ixcNC0Tvwp7D9VTeEJcuzdKRyGhUntC6Atan+qF6/Hc1VC6SHoVHQuCMNRpbTPLHI0sfm4rr7cq0tbVdE6v18/Oyloqa92kx0czIT0Ok0nC1YY73SkKaDAojIiN4ol3Szulv9at7T0+H8n2KJmjhT4n2E5W1rr1roUXTc3ocN3Y04KZsibte8QxMQg4VOcm0WZhwanZrN50rFdudrKdrKTIoo/Uyzwr0SYeQaHPCD7Ve2lbIJQuWLedCaULpr1WZRt2HRIdC0MSVVVxOBwAJCcnoyii2eFKZyMhIs3p4eyp1+vn5c8OcMvLO0Lai18wOUOcE8Oc7kbedFZ/4ebsJbPyWbu1nGVzxskcLfQp7em0o4iInkSlSbRF/yCOiUFAWpyVS4oy9c0dBG6Um//5OVNGJbTr4Q7Xyqk/WugIw5fW3urnPihj8cxcpo5KIDvZ3mUPciS9rl18quhYGLI0Nzq59i8fYTKZePbnZ5OSEr6zknD809lIiI5ahAazs7JWd0rAsfbi+akxTB6V2Le/kDCo6WrkjUZn9Rduzl69aS+LzsiVOVroc9rTaekRZ7vrxu7eG9A/7UkFKX45KMhJtjMmNTaiF689tDY2p+amkDsipkOPoCD0lNaFsmpcHgpGxvHtMam6BrtCJL1W1oqOhb5HVVWqqqqoqqpCVXu3CJbFHkdUTHyvfqYw9AhXXDBSJES4OT0ckezjwVqxj8OdruitNZ3RX6Q5W1Fkjhb6h0g67Wj/05N7Q/ZW/YNETAwCDAaFcelxvdb2piceQUHoiK6c6nWGSHpNjxcdC32Pw+Fg4aNvAfDAZVMHeDTC8Uhv20yA9PjosPZxZLzYx+FOX+gtmEhztqrKHC0MLB3tf3pyb8jeqn+QiIlBwuiU7nvxWtMTj6AgdIbOnup1hkh6nZAeLzoW+oWomHiJbBD6lN60mQAT0uO484LCEPt45wWFTEgXHQu9r7dgIrUXXbf9gMzRwoDSmf1Pd+8N2Vv1DxIxMUho7cUbGWfF54f/feXocuXXvvaWC0J3iFTNuD29io4FQTie6W6Vd5PJwAWTM8hPjeFgrZuR8VYmLQK0mQAAIABJREFUpMdL4Uuhzwmemx0NTSgoVDc0sfryaUxIb7+bnCD0JuHsZ1+tG2VN2j+IY2IQoXnxcpLtPa78qn2WFGQRBgMdVTOOpFfRsSAIxys9rfJuMhmYPCqRyaP6YbCCEITBoJCTbGf3wXrpUiAMCO3Zz75aN8qatO8R13of4verlB5xsmVfFaVHnPj9nSusFqny635HQ18OVxhmdFef3UE0LQjCcKArdlXsotDf9Oa8L/oVehuxn4JETPQRPTkJ6UmfXUHoDP3dj1k0LQjC8U5X7arYRaE/6e15X/Qr9CZiPwWQiIk+oyeePK3yazBS+VXoTfrb0yyaFgTheKerdlXsotCf9Pa8L/oVehOxnwKIY6LP6Em/W6n8KvQ1/d2PWTQtCMLxTlftqthFoT/p7Xlf9Cv0JmI/BRigVA5FUZKAtUAOsB+4VFXVmjDXrQdOBd5TVXVu0POjgeeBZGAbsEBVVU/fj7zz9KTfrVR+Ffqa/u7HLJoWBOF4p6t2Veyi0J/09rwv+hV6E7GfAgxcxMSvgI2qquYDG1seh2MVsCDM8yuBB1RVzQNqgEV9Msoe0FNPXl/2oBaEgfA0i6YFQTie6Y5dFbso9Bd9Me+LfoXeQuynAANX/HIecGbLz88AbwPLWl+kqupGRVHODH5OURQFmAVcEfT+3wKP9XRQ3e0nHg7x5AkDQWc1LPoUBGE405vzvYbYVWEwEEnbok+hv+mKnRV9CjBwjok0VVUrW34+CKR14b3JwFFVVb0tjyuAjEgXK4qyGFgMkJWVFfFD+6JLgfS7FTqis/rsDF3VsOhT6Ije1OdgR1VVamraZBQKg5zuaLQvuxKJXRWC6W8b2pG2RZ9CMH2pz+7YWdGn0GepHIqivKUoyo4w/+YFX6eqqgp0v5FyB6iqukZV1SJVVYtGjBgR8TrphysMBJ3VZ2cQDQu9TW/qc7Djaajjl8++Q3Nz80APRegC3dGo2Eqhv+hvGyraFrpCX+pTtCh0hz5zTKiqeraqqoVh/r0CHFIUJR2g5b+Hu/DRDiBBURQt2iMTONDT8fZ3lwJB6G1Ew4LQM8zRfXNKo6oqVVVVVFVVEfDFCwOJ2ErheEW0LQwWRItCdxio4pevAj9q+flHwCudfWNLhMVmYH533h8J6YcrDHVEw4IwOKmurmbho2+x8NG3cDgcAz2cYY/YSuF4RbQtDBZEi0J3GCjHxD3AdxRF2Quc3fIYRVGKFEV5QrtIUZR3gb8DxYqiVCiKck7LS8uA6xVFKSFQc+LJng5I+uEKQx3RsCB0Hi2Koa8dBVrtiqiYeKJi4vv0u4TOIbZSOF4RbQuDBdGi0B0GpPilqqoOoDjM81uBq4Iez4jw/lLg5N4ck1SDFYY6omFB6ByqqrJnzx6uW/sJnoY6rEkj++y7ArUrdpCYXYDZbO6z7xE6j9hK4XhFtC0MFkSLQncYqK4cg5LBXA22L1qbCccf/aFh0aIw1HE4HPz04X8Rl5mHpR++r69qVwjdpzu2UmyfMBQIp23RrjAQDJZ9leh/6CCOiSFAX7Y2E4SuIFoUjhcsNgknFTqP2D5hqCLaFYYzov+hxUDVmBC6gLTcEQYLokVhKNNfdSWE4w+xfcJQRbQrDGdE/0MLiZjoB3oaQtRey52BDo8SBj+9GcImWhSGMg6Hg4WPvoWnoQ6v1zfQwxGGEF2xfRI2LHSVvtSMzNtCdzkebJnof2gx7B0TfX3T9UYIkdZyJ/jGkpY7w4Oe6rO3Q9hEi8JQR+uM4a2tHuCRCP1Bb83xnbV9EjYsdAW/X+WrqgZ2Vdax93A9L2ytoMbl6VXNyLwtdIfO2LKh4LgQ/Q8thnUqh3bTnbv6Xb7/p/9x7up3Wb/zIH6/2mvf0RshRNJyZ3jSG/rs7RA20aIwVFFVVVI4hhm9Ocd31vZJ2LDQWTR9fu+hd7nmb5/wx3dKWXBqNok2S69qRuZtoTt0ZMv6Yw/VG4j+hxbDOmIi0k1XsGRGr4X39EYIkbTcGZ70hj57O4RNtCgMNTSHRHAnjoFGG1NycjKKIvdOX9Gbc3xnbZ+EDQudJZw+V2/ay6Izcnlkc0mvaUbmbaE7dGTL+mMP1RuI/ocWw9ox0R8LiN4KIRosLXeE/qM39NkXIWyiRWEoEVxXwmAZHKGbDoeDy1f9g+dvvIiUlJSBHs5xS184ZjuyfRI2LHSWSPpUlN7XjMzbQlfpyJYNJSes6H/oMKxTObSbLpjengwkhEjoLr2hT9GfIATqSljscQM9jJDoDYs9Vn+uqqoKVR1c4a/HA/0xx7dGbK7QWSLp06AgmhEGnI5s2UDYV+H4Z1hHTGg3XevCLr05GUgIkdBdekOfoj9hODPY6kp4Guq49i8f4W9yoZitupPi6qf+06noieDfR9JAOqY/5vjWiM0VOks4fd594USmZSWQlSSaEQaWjmzZQNhX4fhnWDsm+msBISFEQnfoLX2K/oThymCqK6FhscfhN5lw1VbrTgqDJbpT79XSUgCe/fnZkgbSAQPlJBCbK3QGcWIJg532bJnoV+gLhrVjAmQBIQxuRJ+C0HVCUiZsg/f0RnNSeJubO/0erd2p0DnEhgqDGdGnMJQR/Qq9zbB3TAiCIAiDl+6kLwQXvPR6fX09xB4T7ncMfi4pKYnq6upBlZYiCIIgCILQm4hjQhAEQeg22ga6dfHGlJSUECdCJAdD6/e3fp/mZFBVlQcum6q/Nzk5WX9d+7mqqgqA6upqPbLAW1vdF792r9Lc6OTav3yE0WjkwcunkZSUhMPh4PoXPkVVVW47ZzR3bNiPp6EOa9JIzGazXjQTwv89teeBXmtN2httTqVOhiAIgiAI4RDHhCAIgtBttNaXHpcTg8WK3+PG5/Py1NJ5+sZYu+7qp/4DwCM/+XbIpvnqp/6Dx+WM+D6AZlc9C1f+DVtSGiaTiUd+8m0AfvrwOv50zVwAfrxqLVHxKfg9bqyJqfibXDQ3OvE01LX7s8Hr7dPXO3OtxR5Hs6ue/1uzEb/HjdtZS8KofPxNLpb88Q0SRuUDgQKafpOJffv2ccs/t0f8e2rPB/+Ngv+u3f1/3dPPCh6ftEsVBEEQBEFDGU4tyhRFOQKUDcBXpwBVA/C9XWWojBMG/1irVFWd05U3RNDnYPw9B+OYQMbVVbqk0T6wn4P179IZhurYh9K4e8uG9iVD6e8pY+1dhoI+YfD/LWV8PSPS+IaKPiMx2P/ukZBxd56wGh1WjomBQlGUraqqFg30ODpiqIwThtZYe8Jg/D0H45hAxjXUGMp/l6E69qE67sHKUPp7yliHJ4P9bynj6xmDfXzdZaj+XjLunmMY6AEIgiAIgiAIgiAIgjB8EceEIAiCIAiCIAiCIAgDhjgm+oc1Az2ATjJUxglDa6w9YTD+noNxTCDjGmoM5b/LUB37UB33YGUo/T1lrMOTwf63lPH1jME+vu4yVH8vGXcPkRoTgiAIgiAIgiAIgiAMGBIxIQiCIAiCIAiCIAjCgCGOCUEQBEEQBEEQBEEQBoxh5ZiYM2eOCsg/+dcf/7qM6FP+9fO/LvH/s3fn8VFW9+LHP2cmM5lMNpJISExIICRsYSeuBVtBKVqsG4vaurR4ufaKUK29tla0rq2VYkHtQrXe6q9WqLYqXopW0ILXjX1fEgIJhC0kIfskM/Oc3x+TeZhJJiFAIJPk+3698jKZzJAn5jvnOc/3+Z7vkfiUj/P8cdokRuXjPH6cNolP+TiPH6dN4lM+zvNHSD0qMXH8+PHOPgQhWiXxKcKZxKcIdxKjIpxJfIpwJvEpwkGPSkwIIYQQQgghhBAivEhiQgghhBBCCCGEEJ1GEhNCCCGEEEIIIYToNBGdfQBCdDWGodlfVsvRKhd94hz0S4rGYlGdfVhCABKfIvxJjAohxJmR8VOEk46OR0lMCHEaDEOzYvsRHli6CZfbwGGzsGD6KCbnpsiJQXQ6iU8R7iRGhRDizMj4KcLJuYhHWcohxGnYX1ZrvgEBXG6DB5ZuYn9ZbScfmRASnyL8SYyeP1prKisr0brVndmEEF2IjJ8inJyLeJTEhBCn4WiVy3wD+rncBseqXZ10REKcJPEpwp3E6PlTVVXFjAXLqKqq6uxDEUJ0ABk/RTg5F/EoiQkhTkOfOAcOW/DbxmGzkBzr6KQjEuIkiU8R7iRGzy9bVHRnH4IQooPI+CnCybmIR0lMCHEa+iVFs2D6KPON6F9P1S9JJn+i80l8inAnMSqEEGdGxk8RTs5FPErzSyFOg8WimJybwuA54zlW7SI5Vjoii/Ah8SnCncSoEEKcGRk/RTg5F/EoiQkhTpPFosjqHUNW75jOPhQhWpD4FOFOYlQIIc6MjJ8inHR0PMpSDiGEEEKIbkh25hBCCNFVSGJCCCGEEKIb8jTUMXPxJ7IzhxBCiLAniQkhhBBCiG7K5pDGeEIIIcKfJCaEEEIIIYQQQgjRaSQxIYQQQgghhBBCiE7TqYkJpdRkpdRupVSBUuonIb5/hVJqg1LKo5Sa2ux7XqXUpqaP987fUQshhBBCCCGEEKKjdNp2oUopK/AScDVwEFirlHpPa70j4GnFwF3AgyH+iXqt9ahzfqBCCCGEEEIIIYQ4ZzotMQFcDBRorQsBlFJvAtcDZmJCa72/6XtGZxygEEIIIYQQQgghzq3OXMqRBhwI+Ppg02Pt5VBKrVNKfaGUuqG1JymlZjU9b11paemZHqsQ54TEpwhnEp8i3EmMinAm8SnCmcSnCDddufllptY6D7gN+I1SakCoJ2mtF2ut87TWeb179z6/RyjEKUh8inAm8SnCncSoCGcSnyKcSXyKcNOZiYkSoG/A1+lNj7WL1rqk6b+FwCfA6I48OCGEEEIIIYQQQpx7nZmYWAvkKKX6K6XswC1Au3bXUEolKKUimz6/APgaAb0phBBCCCGEEEII0TV0WvNLrbVHKTUb+ACwAn/SWm9XSj0BrNNav6eUugj4B5AAXKeUelxrnQsMAf7Q1BTTAvyy2W4eQrTJMDT7y2o5WuWiT5yDfknRWCyqsw9L9AASe+JMSNwIIUTHknFVCJ9weS905q4caK2XA8ubPfZowOdr8S3xaP66z4Dh5/wARbdkGJoV24/wwNJNuNwGDpuFBdNHMTk3RU5I4pyS2BNnQuJGCCE6loyrQviE03uhKze/FOKM7C+rNd98AC63wQNLN7G/rLaTj0x0dxJ74kxI3AghRMeScVUIn3B6L0hiQvQ4R6tc5pvPz+U2OFbt6qQjEj2FxJ44ExI3QgjRsWRcFcInnN4LkpgQPU6fOAcOW3DoO2wWkmMdnXREoqeQ2BNnQuJGCCE6loyrQviE03tBEhOix+mXFM2C6aPMN6F/LVW/pOhOPjLR3UnsiTMhcSOEEB1LxlUhfMLpvdCpzS+F6AwWi2JybgqD54znWLWL5FjpxCzOD4k9cSYkboQQomPJuCqETzi9FyQxIXoki0WR1TuGrN4xrT4nXLbOEd1Le2KvOYlFcSZx09EkDoUQ3Uk4jKunQ8Zgca505HvhbOJUEhNChBBOW+eInk1iUYQDicOuS2tNZWUlAHFxcSglfy8huhoZg0VXcLZxKj0mhAghnLbOET2bxKIIBxKHXZenoY57XlvLd3+3iqqqqs4+HCHEGZAxWHQFZxunkpgQIoRw2jpH9GwSiyIcSBx2bbaoaGxRXaNcXQjRkozBois42ziVxIQQIYTT1jmiZ5NYFOFA4lAIITqPjMGiKzjbOJXEhBAhhNPWOaJnk1gU4UDiUAghOo+MwaIrONs4leaXQoQQTlvniJ5NYlGEA4lDIYToPDIGi67gbONUEhNCtKKrbSMlui+JRREOJA6FEKLzyBgsuoKzidNOXcqhlJqslNqtlCpQSv0kxPevUEptUEp5lFJTm33vTqVUftPHnefvqIUQQgghhBBCCNFROi0xoZSyAi8B1wBDgVuVUkObPa0YuAt4o9lrE4HHgEuAi4HHlFIJ5/qYhRBCCCGEEEII0bE6s2LiYqBAa12otW4E3gSuD3yC1nq/1noLYDR77TeBf2mty7XWFcC/gMnn46CFEEIIIYQQQgjRcTozMZEGHAj4+mDTY+f6tUIIIYQQQgghhAgT3X67UKXULKXUOqXUutLS0s4+HCGCSHyKcCbxKcKdxKgIZxKfIpxJfIpw05mJiRKgb8DX6U2PdehrtdaLtdZ5Wuu83r17n9GBio5hGJrC0ho+33ucwtIaDEN3yHO7MonPrqUj47IrxLjEZ8cL/LtvPnCCtfvLwvbv3xVIjIpwJvF5Ztp7fuwK59FwJvHZtfSEOWhnbhe6FshRSvXHl1S4Bbitna/9AHgmoOHlJOCnHX+IoqMYhmbF9iM8sHQTLreBw2ZhwfRRTM5NabG37ek8V4jzpSPjUmK8Zwr1d58zIYcl64p5aPIQ+fsLIXq89p4f5TwqepKeMgfttIoJrbUHmI0vybATWKq13q6UekIp9W0ApdRFSqmDwDTgD0qp7U2vLQeexJfcWAs80fSYCFP7y2rNNwCAy23wwNJN7C+rPavnCnG+dGRcSoz3TKH+7otW5TNlRJr8/cU5p7WmsrISrcPjzpgQobT3/CjnUdGT9JQ5aKf2mNBaL9daD9RaD9BaP9302KNa6/eaPl+rtU7XWkdrrZO01rkBr/2T1jq76ePVzvodRPscrXKZbwA/l9vgWLXrrJ4rxPnSkXEpMd4ztfZ3V0r+/uLc87jqmLn4E6qqqjr7UIRoVXvPj3IeFT1JT5mDdvvmlyI89Ilz4LAFh5vDZiE51nFWzxXifOnIuJQY75la+7trLX9/cX7YHNGdfQhCtKm950c5j4qepKfMQSUxIc6LfknRLJg+ynwj+Ncz9UtqOUk6necKcb50ZFxKjPdMof7ucybk8P6WEvn7CyEE7T8/ynlU9CQ9ZQ6qetJaw7y8PL1u3brOPoweyzA0+8tqOVbtIjnWQb+kaLPJiv97R6tc9IlzkJHgpLiiLuRzu4jTPliJz/DXPIb9ceqP29OJ07beD+fJaf0wic+OETjWOe1W3F6DxOjIU/79m4+RXXBMPF0yhp6lyspKZjy/DK/HwJmQjOF24fV4+et9VxEfH9/Zh9fVSXyeQ+09P3bkObmbkfjshk5n3niqOUO4zkE7c1cO0cNYLIqs3jFk9Y4Jeryt7rDNnytEZwqM4bPtatza+0F0b2fydw/nDtpCCNHR2jtOduQ5WYhw1973RXveC+E6B5WlHKLThXN3WCFaI3ErzheJNSGEaJuMk0L4dOX3glRMiE5lGJrS6gb+6xvZ9L8gmpITddQ0eHl7/UGOVbvCLpMnhF+orsYJTjul1Q0crfKVxlktcLiyx5eUirPkj7XUeAc3jUlHNYVReW1DyDGyBy77EEL0cGW1Dcwcl2WOj2+vP8jhSle75pIyZoquKlTsNp+f+ucOe45WA4R1fEtiQnSaUKVGcybksGxzCXdclklKXOd3hxWiNf6uxv7BPzXewR2XZXLnq1+Z8Tx3Yg6vfV5ERV2jlJSKM9YnzkFmUhQz8jJYtCrfjK+c5BjGGLrFulEpZxZC9CSGoTl0wsUrnxYGzSeXrCs+5U4DMmaKrqq12B2aGmvOT1PjHdx+aWbQ3CGc41uWcohOE6rUaNGqfKaMSGPhyny8xin+ASE6UfOuxtPy0lm4Mj8onheuzOemMeldqoxOhJ9+SdE8ef1wc2IBvvh66O0tLWKqK5dwCiHEmdhfVstDb29pMZ988vrhp9xpQMZM0VW1FrteA3N+etOY9BZzh3CO71NWTCilvgb8HMhser4CtNY669wemujO/KVHzUvhXW4DpXz/La1xMSBZlnKI8GSxKCbnpjB4zniOVbuoa/SGjOeMxChS4x3tLikVojmLRWGzqjaXDrVWwgm+OJTYE0J0V62NezarOuVd4dZeW1RWG9Yl70K0FrulNS5zfrrnaHXI54Trso72LOV4BbgfWA94z+3hiJ7AX3q0+0hVUCk8+PbS1dr331OV34meIZzXfgZ2NS4srQkZzyUn6rn90sx2lZSK7qUjY7c9S4cWTB/FoD6xIeNQYk8I0V01Hx/BN+71iXOcchxu7bUbD5yg3m2Ebcm7EK3FbnKsw5yf+h9r/pytJVX8cMmmUy7rON9z8PYkJiq11v88Z0cgehx/6dHA5BgWTB/FriNVGBqWbS5hRl4GS9YVs2D6qFOW34nuryus/QwctP94ex6PvLuVorJ6c43r61/4ekwsvj1PYroH6ejY7ZcUzYu3jWbLwUoMDYNTYnnug10tyjNXzB3PgumjWvxciT0hRHflX1rZfNzLSHCa43CC0860vHQGJscyJDWO/hf4LrBCvTbw3D14znipNhNhKSPByeLb81hXVG5eRz00eUjQ+b6t+PbPG1qL8c6Yg7cnMfGxUuo54O9Ag/9BrfWGc3JEots7WuUiwWln8rDUoGB/6obh1DW6uX5UGkNTY8PmwlN0ntbWz4XLRCHUoP3MjcM5Vu2i2uXl9S+KOFzpAmhXSanoPs5F7DZ6NItXF7aYXPhjzOU2OFLlClpilBwbXlVGQgjR0ZovrfSPe/5xOMFpb7MB4OTcFJK+dzFrCo6jNUHjqiyDE+HIMDQf7jwaNP989uYRTBrSJ+h8H/je2HO0mq0lVS3mDa3FeGfMwduTmLik6b95AY9pYELHH47oDpqX/WQkOCmuqDO/To13MC2vZTOWR97ZysxxWbz0cQGXD0ii3wVyIujpzvd6+dZK1lp7PNSg/fA/tjLrCl8c+/lLSkXPERi7gdt8ltY0nDKuQmmtWbB/zISWJZwymRZCdAenGitb+75/HG6tAaD/AstiUfSOjeTlNYWyDE6EnVDXVdsPV7LrSBV3j88yt8Z96O0tDE+Lb3HuD1zW8cMlm9od453Rs6rNxIRSygq8p7V+/pz8dNHtNL+DnJkUxX0TcnjknW1BWephF8a32vhSTgTCr631cx2ttZK1SUP6tMhK+++0tDZoD0mJIzMpylzSIaX0PY8/dpvfqXt5TeEp4ypU0qK1WLM27a0lcSaE6I5OVU7e1vf947C/qXqg5g0AW1sOImOq6Eztua4KrJ5sLWlgGBqtYf7UkeQfq2bpuoPmVvatxfj5nIP7tbldqNbaC9x6rn64UmqyUmq3UqpAKfWTEN+PVEotafr+l0qpfk2P91NK1SulNjV9/P5cHaM4Pc3v6k0ZkWa+eeBklrpPbKS5zaKfw2Yh2m6VE4EwNd+S81xOFForWdt+uLLVrcT8g3Ygh83CziNVPHD1IN6651KWzxkfVj0xxPnhj91Q1WGniiv/ROTaRWu49Y9fcu2iNXi8OmSsTRyczJuzLpE4E0J0S6fazrOt7/vHYWvTTa9A/gaA1y5aw4rtRwCYnJvC8jnjZUwVYaM911WLVvm2pm8taeCfU3zrhTXM/utG/rC6kB9/cxAr5rYd4+dzDu7XnqUc/6eUehFYApibnp5tj4mmaoyXgKuBg8BapdR7WusdAU+bCVRorbOVUrcAzwIzmr63V2s96myOQXQc/9295tvSNM9S+0uaSyrreX7GKH75z53mXeW5E3MYn3MBQ1Pj5UQggNbXjZ5ufLSnZL75HWl/rB6oqA8qlYOTpWwX90tqs2nW8jDphSE6x9DUWCyt3Kk7XBm6AqK8toFql7tFieYj727l2ZtH8NDbW4Lu5g1P6yXjpRCi22qtWuxole98HGo7xMCtlAf1iSX3wlgyk6J5+B9bT9kAUJbBiXDaDa55/LdW/RPvsLL49jzzfRF4zK0tO14+Z3ybv1dHzcFPR3sSE/6L/ycCHuuIHhMXAwVa60IApdSbwPVAYGLieuDnTZ+/BbyolJIZWBgIfNMmxzrYV1bD7Dc2cvf4LLPsJzXeYW5dl+C0c8dlmcRF2Xjy/R3miWHelKFUu9xUu7y89nkRozNkki2Cne16+dbKPIemxlJa04DdaqGu0YvTHhEUu3dd3o/nP9oTNIlZse0w4wcmY7VAlM03fErTLBFq/ad/mUbgmAiYPXasFsXcidksXXcy4ZWZFEXJCVdQ8sE/eS4qqyetl4Pl0tRSCNGNNR9PU+NDl5N7tebaRWtazDv9c83mWylPGZbKgN7RHKioZ+fh6nY3ABQ9S2fsRNFWfzOn3cqcidkYGt5efxBouf1nZlIUvWMdzHp9XVAj9jEZvchIjDY3HfD3ugLfv9WemD/fPatOmZjQWl95jn52GnAg4OuDnGy02eI5WmuPUqoSSGr6Xn+l1EagCnhEa70m1A9RSs0CZgFkZGR03NH3YKHetHMn5pDgtPP2+oPMmZDDknXFzMjLYP6Hu/jp5MHUub3Uu70sXBlc0vzk+zvM5m09sbeExOe511qZ59yJOWiNWWafmRTFUzcM45F3tvGdSzLMpIT/NYtW5QdVRyxeXWgmOIBu2TRL4vPUQo2Hz948ggX/2o3LbZhj4qJV+WaC1j8O+sfO1z73Vdg8dl0u//WXDSEbXL7yaSEJzki5m9eMxGhoWmsqKys7+zB6PInP09PaReGLt41m9hsbg25qNXi8DEyOaTHvDDXXfGDpJhbfnses19dx93jfeNrdztdnQuKzpfO9E8Xp9DebMyGHVbuO8Pi3c3nsve3m409eP9xMSviP2d+IfXBKHENSYkPOPVLCsCn7KRMTSqlHQz2utX4i1OPnyWEgQ2tdppQaC7yjlMrVWlc1f6LWejGwGCAvL0+f5+PslkK9ad9cW8yjU4ZSVe8m3mnjFzcN5/v/43uTVDd4ePHjAu4en9Vmw8ue2FtC4vPcay1TfGG8g73Ha7l7fBZRNgsWpSivaeD/zbyE4zUNIWN115GqFierWVdk8bd1B5k7MSdo0O8O8SzxeWqhxsOH3t7C7Cuz+cuXxdw0Jh2PoXlu6kiSom18/8/Bk4eFK/P59bSR7DhczY5DVSHjzmqBeVOGcqiyDqWQSokAEqOhVVVV8b2XVmCxhd/Esycc4cpiAAAgAElEQVSR+Dw9xeW15jI28J2rH1i6ib/cfQn//c1BxDlsFFfU8eKqAirqGpk3ZSgvrirg9S+K+Om1Q/jvtza3Otc8WuXi7vFZrN59zEwWd6fz9ZmQ+GzpXO5EEaoyorVEyJL/uDTkTlzzp45k8eq9zLoii5zkGIamxrd6zIaGB5ZuYumsS1sk6xauzGfS0JSz+n3OhfYs5agN+NwBTAF2dsDPLgH6Bnyd3vRYqOccVEpFAPFAmdZaAw0AWuv1Sqm9wEBgXQcclziFUGvxb7s4k/sDsnrzpgwlwWn3raP2GObzQ5Xjjc++gJtGp8lkW5wT/tLOwKTBA1cPxGJRLF5dGJQ9fvWzIhZ8lM/i28eGLh0NHvfNgf9wpYvXPi9i1hVZjO7bi8ymDt8Sz91faxOCzCRni+VAv7p5RMjn1rg8vPRxAbMnZIeMu7zMROa9uzVolxdpyiZOxRblxOsxTv1EIcKAYWg2FJ8IOi/7l7L9e08pfeIcvPBxPkVl9eZrAqtuC45VtznX3F9WxyufFprLMmeOy2JEWhw5fWLlfC1M52onitYqI2Id1pDzguKK+tA3yI5Ws6Wkii0lVThsFlbMHY/X0CGPWWvfaw610tOqtMbFgOTwqsBsc1cOAK31rwM+nga+AWR1wM9eC+QopforpezALcB7zZ7zHnBn0+dTgVVaa62U6t3UPBOlVBaQAxR2wDH1aIahKSyt4fO9xyksrcEwQidPm+9EcMdlmdQ2erh7fBazJ2ST4LTz5Ps7mJaXbj7HYbOY5XaB3V1/ceNwLuqXaO4jLURHMgxNZZ27RaZ4wb/2cPhEPTPH+WL27vFZvLm2mO9cksHMcVm4PAZzJwbH6qNThvL+luDcqX/gB19yYtHKAqLsVonnHsK3/jMiZLd3hWqxHGhvaU3I5zojffcIlm0u4Rc3Dg+KuyevH8auw5VcNzKN1HhHi470QgjRHewvqzWbU8LJO8TT8tLxGr4kxJQRaUGvCay6HZoah8NmYfXuY8ybMjRoHJ0zIYe/bzho/pv/ccUA3t9SQk6fWDlfiyBnuhPFqa6hAquB/NdKDyzdhEKFnkO0spOMDvhnfZVADTzy7tYW11fzpgzl7xsO4rBZSI2PCvlvhePypfZUTDTnxFfdcFaaekbMBj4ArMCftNbblVJPAOu01u8BrwCvK6UKgHJ8yQuAK4AnlFJuwADu0VqXn+0x9WSn0+wlcK/ngckxJEXbeTRgrZM/w52R4DQTEv4y99e/8N1Vzkh0Em2PwGFTckIQ54Q/pgOXX/glOO3EOGws+OhkFcX9Vw3kwl4OfvzWFhKcdn7w9SxmXZGFocGiIMIC93w9m8eXnYx1f38Av3Ad6EXH88fXnz7dy4u3jWHLwRMY2pdcmJGXQeHx2hZxt3TdQeZNGRrUAPiBqwdij7AwZ2I2o/v24rJ+SYxI78Wuo1VYUPxyxcmdi9qzV7kQQnRFrVWf9UuK5tAJ3+5Yg1NiSY33nWNvGpOO1QJ5mQnEReagFLxw62gKjtWwePVeZo7LwmqBISlx/O6TgqBGl/nHqrlvQg4ZCc7z/nuK8HYmO1G0dg01JCWWfWW1xDts7CurC1kNVFrTwE8nD+YXK3YFNa5c/O+9/HTyYMrqGjE0WBUkRdv53b9P3od32CzUNnooKqvn9S+KmDkuC6VAa6h2uamoa2TB9FHkpsa12EEuXJcvtafHxFZ8u3CAL4HQG3iyI3641no5sLzZY48GfO4CpoV43dvA2x1xDMIn1BqnZ1fsJK2Xg7pGL6nxDrSG0poGKuvc9HJG8OZ/XEKly8N/vr6+RYZ71hVZVLnc/Omuizh8op7kuEjmTsyhttELQK3Lwwur8ll0y+hO+51F92UYmq0lJzhYXsflA5J4d1NJUPnntLx0nmi6OARf3D7/0R5+M30ULrdvK8ff/buQaXnpjG3qamy1QFlto5mscERYcNqsVNQ1Aj23T0pPVVxey8HyWm4c05fZb2wIaEI1jM8LSpkwJCWok/bhShcVdY30iYtk1hVZRFgs5DSVUO44VMnf1h00G6pOzvWt+/zWC2tabYQpCTDRmrYaX/q/FxcXh2xyJsKJvxo3sCeUVcEFMfagbT4f+dYQ+sQ62HqoEkPDvHe3MSMvg2eW72TRLaO576++JpkvfVwA+M7NM8dlsaWkyvzaa8Aj72xjTEaCJHhFC6e7E0Xza6gEp51dR6qodrk5UFFPtN1qVu76t6J3ebz87FtDiHNE0NjoMRNp4wZcQHJcJAtXunF5jKBkxs+vy8Ue4Ru3/XPOzMRoHDYLhytdQTH/5+9dzPI5482kyvne9vNMtadiYkrA5x7gqNbac46OR3SSUH0jZuRlMGPxF+bdY5fHVwIfeLc4PSEqZGPBjEQnvZw2ql0ejlU38P7mQ3z3sn5sPngCrwF/+mwf903IITc1vpN+Y9FdNc9cZyZF8eiUXHYersLlMVi2uYSMRGfIOzPVDR7zpKEUGBrchqb/Bb4BPCNRc7SqIejfXnx7Hjar6vS9rsX5YRia4vJa1hVVUNPoNatuwBdDL36cz30TBvLgW5uD7oz4O8Yv+iifa4anEhdl45crdjJlRBpWCzw6ZSi/+6TA7P59rDr03UOrBUmAiTa11fjS01DHzMWf8NaPryc+Xs6/ovP5GwKW1Tbw/PRR7C+rbdETyt+zLMFpp9rl4an/3Rg0vq7adYQnrx/GgXJfZYU/GQwnx00g6E51RzU0FD1Da1t6QvA1VGq8g9svzQxqrvrUDcPMpMTtl2ayZF0xU0aksedoNUNT4+iXHM1vVu3lcKWLoalxjMlICLnTxs+XbWf+1JGgfJVA/S/wzQNCVUNc1C8xaD56vrf9PFPtSUw8pbW+PfABpdTrzR8TXVvzZi83jUk331Q3jUnneG2jmbWDkx1d/3j7WO6bkG3effYnLKrr3RypdNHoNYiPsrHraA0LP9rD3VcMwNXo4dfTRjEqvRcREadscyLEaQnMXPsTbPcG3NF+4vphpPdykJkUFVRF4bBZiLZbW5xQ5k0ZyoGKWryG7+QzqE8sK+aO50iVi5Q4B14DjlW7OvE3FudL4PKgxasLg7q/+xNag1Ni+XFTUgJOVjq8fEcev1qxiy0lVUzKTWHx6r2+REWzWHtxVYE58QnVzGri4GSGp/WSBJhoU1uNL20OSWqJ8ND8RsLvvzMmZE+o3942htpGL/YIC88s3xF05znCAjMuymRWU/Vu82Vv/ibrAF6DoMel8ky0R1vL3QGz15T/msl/XgdfDB8or8Nhs3DTmPSTNykCzv3P3DicJ67PJcKiiLJZ2XiwAq2NkDd+oyOtfH1gctAcoKtUQ7RHe64KcwO/aNodY+y5ORzRWZo3e7FaMAf+wSmxZCQ6uXt8lrm2D3zfP1HvaVESv3BlPi6PQVbvGP627iDPfbCbaXnpbCmp4r/f2kyMw8aYjARJSogO589o+2P3p9cOweXxmrHrchs8+u42Piss554rsslMigJ8F3yPfzuX9MQolqwrDornxav3sr7oBNcuWsOtf/ySb72whh2Hq8nLSGTH4Wq+9YLv8WsXrWHF9iOtNo0VXZ8/6WU0dboGX+yMSItj3pSh5l25BKc96HUut8FX+8u5fnQaI9LiSIl3MGVEWovJy5Pv7+Bn1w7BbrWQkeAM2YBLkhJCiO5i3/HgEvhGwzCbUs+ekG2etzccOMGP39pMYWkN37+8PyPS4rj90kxe+bSQSpeXee9ua5EMvmlMOg6bhWdvHsHovgkMTonjlU8LzaSEVJ6J9vKf+xOcdu690tcwffeRKg5U1LJi+xHmvLnBbD4ZGxnRotrx413HeOm2MWQkRvHgpMEt5pkP/2Mrmw5U8oO/bGDjgRPsPFRFTYOH732tH698WsiLqwp4eU0hd1yWaVbwBvJXQ1yadUGXb+baasWEUuqnwMNAlFKqCvD/lo007Xkrug+LRTE0NdZcP5+THEtmUhS3XZxp3v3zZ6FXbDvMpNwU+iZGkRRt56kbhnG0ysX/+6LYtz2o2yCtVxS/D2g2NLpvL96cdUmXz+SJ8GUYmlW7j+JqNHj4mkFEO2z8d0DszpsylGqXmz9/VoSh4fH3t/OrqSMpOFZNdnIsv/5wFw9fM5QZeRms2HaY8QOTUQoG9Yll/oe7gk4iDyzdxJJZLfeY9pfhh3upnDgz/nLNhCgbmUlROCIsLJg+ktoGb9CdlCe+nUu8085Lq/LNLb2ibFYq69384MpsvIYmvpUtwnYdrebBtzazYPooJg3pw/JuchdECCGaKyqvNe8KxzqseLyaVz49uab+0SlDuSA2EsNr8NzUkRSV1ZIUG8m9E3KY++ZGc1eOUGNpRmIUM8dlkdbLQUSEpVvdVRbn19Eq3zKi5hW1mUnRLFy5x2w+OXdiDsPT44KqHVPjHVwzPDWocvf+qwZiaI3b61sqXHKijv4XxDD7ymzq3V76JjqxWS3m8nk4eeN30tCUzvxfcc61estaa/0LrXUs8JzWOk5rHdv0kaS1/ul5PEZxnvi3O3xxVQHPLN/Jz7+d22K7u0Wr8vnBN7L5ZPdRbFYrX+wrY39ZHUvXHeCuy/uRGt/UvCjaFtRoKDMpultk8kR48XgMNh+oYMW2w2w9eILC0loefGszlS6vufMBnLwbXdfo5Y7LMom2+y4KD52ow2tAfYOH60amoSwQ57By6yWZZpb6x29tZkZeRotqocOt7Astyzq6r5Q4Bw9fM4j0BAf3fD2bFz8uYPuh6hZ36x59bzuFpTXMvWogD18zmBduGU1MZATvbiphW0kVe45Wk9MnlrzM4DX+gfuOP7B0E8UVdd3mLogQQvgZhmbvsRrcXoOnbswlJtJKWi9ni+1Cn3h/B6VVLmKjbNQ1eshMiuZ//q+QyrrGoMq0kNsw2yOIsMAFMZFA97qrLM6vPnEOpuW1XKLx8D+2mlvYHq50UdPgZXtJZdDWnXdcltliedLzH+2h3u1lwb/28OO3NqNQHK2s52/rD+A1YM/RaiIsioHJwTe5XG6D4vLaoMrcU21T2tW0p8fEz5RS3wX6a62fVEr1BVK11l+d42MT51lgR+Q7LsvE7TFCXngZWnP/1YPYWBy8Pd4bXxUxLS+dmMgI7NbT2/9XiPYKbJRVXF7Pz5omMnMmZpt9UEKV0rncBjnJMZRU1BMZYSEzKYqk6Eh+89G2oB0VUntFce8bG0PuhhDY8di/L3TzHgCyZrV78ngM1hf7Gl5uP1xtxlpkhCVkrPWOiQy6Q/LYdbnc+/UBPLrsZD+ep24YTmnNnhbbgfr/DWnMJoTobgLX6/vnmwtX5vPDiQNDjqUxDhsz/7wuqJFgdb2bn31rCE//707eXn+QORNygu5kz52YwzPLd1JR18iglDgyEqU6Qpy5fknRDEyObbUhtZ9SUNXgZdnmEmaOyyLWYSUlLirk6/omOHn2puE4IyM4fKIOiyJk36nSVSerzx02CxsPnKDebZj9LVrrfdFV4709iYmXAAOYgG+b0Jqmxy46h8clOkG/pGhevG005TUNXBDjICHaxou3jqa2wYMzMoI/rt7LnmM1xDY7STw4aRCvf7GfKSPSSO8VRVltI5X1Hv50Zx6ZSdEh10MJcSYCJzT+bRP9/SRyU+N5/LpcekXbiYm0kpkUxbSxfekdE2kO/PYIK79Zmc+T1w/jVzeP4M5X1wYlIOa9u435U0e2efLxD/yh9oV+9uYRlNU2AEiZaBfXvAN3g8dDcXkdafFROCMjuKx/Ind8rR8xkRHMMXzbgoKvOVVFXSPFFXVBDdoOV9ZzUWYiA5Nj2FJShctt8Mg7W5k/dSRWi2LnkSqzKRu0THK11RFcCCG6iuLyWsprXPzx9jwq693ER0Xw7E25JEY7zC2W4eRYure0JqgJoK+RoJUH/7aZB64eyKv/t58l64r5/XfHorVm44ETvPb5ybFUlliKs2WxKIakxoW8GTU6I8F8vG+vSGobDX56zRC0Bo0mJjKCh68ZRFWD19wtxmGzcKCijkUrC8xEWrwzkj9+Grxs+Mn3dzDriizzef6bFxV1jQyeMx6g2y0pbk9i4hKt9Ril1EYArXWFUsp+qheJrscwNMmxkVTWe3hz7X6uGnIhj763LeiOnxXNrsOVQW+C+R/u5sFJA6lyeSgqr8dqgUaPgceiJCkhgpztxVVgA6KMhCjzwm/muP7MXeKrcnj4mkFkJDn5wdez+fmy7UF3UOoaPSQ47cx7dxu/vW1MyAREbaOn1d0QLh+QFLQ21b9m9WiVC7dXM+/drebd766ete7JPB6D/912mIfe3oLL7dsW9keTBgFw4EQ9VgU3jk2ntsHDkcqGoH3G507MITkukvkf7Am5bVjgHRCX2yA60sr47N5ooKKuEWhZadZWR3CJLyFEV2EYmvxjNVitVh55d6u5XfLXspPYVlLVYixNS4ji5dWFIcfRBKedBf/aw++/O5bICAuX9E/iy31lLFpZEPQzpfpMdIT+F/hu3m45WImhwaogKdrOso0H+ePteTR4vFS5PCxfv58bx/Q1lxP7EwrLNpeYW4XOumIAL67yxam/d8SsK7KYMiLNrMz1f69vgpM5E7MZnBIX1LvvWLXLXPoZqKvHe3sSE26llBXQAEqp3vgqKEQXF3iRmBrvoPB4DWjFX7/cz48mDeYnf9/CzHFZ5jY1v/93AT+ZPISiiuA19C63QZ+4KNJ6KX65Yic/mTzE3Ie6K2ftRMfqiIurwAZEhyrrze2X5n+420xSRDtsWJSFQ5W+/czBd+dl4cp85k8dyazx/Xn8fV+JZ6gERHltI/OmDA06qbS2G4J/zSrAtYvWdKusdU9lGJrPCsvMpATALRdlUFJR32LSPDwtngf/FrzP+MKV+fzuu2OZnpeOw2blzbXFQePo4tV7uWlMOi997LsDEuewERFhYdKQPiyZdSmHK11mBZA/3gK3wPX/HIkvIURXU1xeS2SEhd//uyCobB3g3U0lQWPlm2uLeW7qSL5zaSaHTtST4LSbCd0n399hLq+sdnmIjXdgsahWt1mWJZY9V0dVGxqGprbBGzQPePiawUwYmsIj727loclDWLGthB9NGsz3/mdtUJVPg8fLLRdlmPPQAxV1ZoIB/MvkISpEr5RIm9WsmJg5LstsqO2P6e4W7+1JTCwC/gEkK6WeBqYC887pUYlzzuMx+KywjHVF5RgaclOiSYqJYtOBCm4c05fjNQ0t1jrNmZCD1ap4f0tJ0L/lsFmIi4rghZV7mHXFAOrdbl77vKjLZ+1Ex+qIi6vABkQDk2N48bbRuBpP9kK5aUw6i1fv5T+vGBB08vCXv+05Vk16Lyd5mfHER9l4+JrBPPPPXUF3Ybxeg/QEB/9733hKa9rXvdu/W0Mgif+uI3Di4rRbWVdUHvT3TE9wmrsTwckExIJpoZf9rC+q4OU1hTx94zBuuzjTbCLsj0WLBfPzKpcbw9B8uPNoq0k7iS8hRFdnGJoNxSdwe40W2yU77daQc85NxRU888/dQedxf3JCKd84qoCSE/WMNjT9kqJbLLGUPmc91+neEGstiWEYmrVF5ewtrQm64fXMP3cxf+pIHpw0mPIaFxOHpPJ5YVnIHTz8VT5erXlzbXHQz3XYLFgUDEmNIzMpKqjv1KETdQBBMR8Y090t3k+ZmNBa/0UptR6YiG/L0BuA4rZfJcKZYeigMuW7v9YXh70XxRV1DEmN4z9eX8+rd13Ej9/aEjQRX7Qqn1fvuqjFyWPuxByi7FbuujwLe4SFvaU15hqqU2XtZN10z9ERF1f9kqIZdmE8s6/M5sJeUbi9mvLaBh6aPIhEpx1nZASQxhPNduRYtMpXJuc14NH3tvHynXnsKKmk0av57W1j2HDgBBYF2b2jcdojyL3Qd7d6QHL7EybdLWvdUzSfuPjXOAf+PesaPCFj12m3hvy7+8sri8rqzASZ/zWLVuXzh9vHMnNcFkvWFfPMjcNPmbQ70/iS8VUIcb4EJ3gjaPR6SYqONMedwtIaHv7HVp6bOhKrJbgEPa1Xy+TvolX5/GrqyKCv/VUS/gu5eVOGcqCijoUr88m9MJ4ByTGyLagwnc4NsbaSGEVltRQerw15w6vO7Satl5PesXbuenUtd4/PCrmDh79fRHKsnbsu78+zK3YFXUc5bVZ+90k+T1w/jIpaN1aL4s+fFXJJVm/Ad84fn30BN41OC4rp7hbvrW4XCqCUSlNK5QGFWuuXgKXA7UD++Tg4cWZOtXXM/rJaMykxIi2OoWmJ/OAvG/j1h3uodHmYOS6L4zUNISfix2sa6JsYxfPTRzF/2ghmXZFFaryDX/1zJ8XldTz23nZqG73tytr5B4FrF63h1j9+ybWL1rBi+5Euv9WNCM1/cRXIf3HVnu2ODENTXF5LTYOHFz8u4LkPdnOgrJZe0Xbq3V4q6huJj4ogIzF0B+SMBCd/33AQl9ugrKaRqgYvjV6DHYereHlNIVE2KzUNHqpc7tP+3fx3afy/X3fIWvcUzScukREWvthbymNTcs2/Z53bExS7qfG+Jm0erXn6xuFBf/c5E3L4+4aDABitrP/cfKCSVz4t5JaLMrgwPqrNpB2cWXzJ+CqEOF+ajzczFn/O2n0VfO9/vmLZlkN4PAZF5bW43AZ/XL2XsU0NA/32Ha8NOQYeOlEf9LX/jvG8KUMZmR6PTWFW6BaX1wKyLag4KdS5NcFpp7S6ocV8s7Ukxv6yWg5V1rfYgn7RqnzuvyobtOLhf2zlaJXvuunt9QfJSHSGnocmOtl6sJI+cZEsnDGa+dNG8NzUkWT1juHtDQeZMDiF/3x9PT9csokfv7WZm8dmsGbPMfOcf1G/xBYx3d3ivdWKCaXUD4GfAQVApFLqt8CzwGvA2PNzeOJ0hcr4PXvzCL41LBWLRbHveC35x6p5bupIPF4PaQnR3PGnr0hw2rl/Yjb1jV5e+bSQu8dnhb4TiOK/39rMzHFZDEmNJTc1HrtNcUlWb7NTbKiMXiiybrpnaa3EMiPBecpSu8ZGL+sPVFDf6OXhf2w1y+QASirqeXdTCbddnMms19e3GrtHqlxmJU+C04ZFwei+vahp8DD7ymxe+7yIWy/OwGMYpMZHnVYMBjbC7C5Z656i+cTFabMyc9wAfrlip7ne+cJeTuZOzOHNtcXcclEGcVE2c5KSmRTFS7eNocHjZdeR6qCdNawq9PrPrAuiWXz7WBq9BplJ0WjaXid6JvEl46sQ4lwIVYkVarzxVzg89PYW4qJs9Ilz8OKto4mwQG2DhweuHsiCf/mWucU6QlefZSQ6SY13mOfuMX178epdF1Ht8rDnaI25+4bDZsFpD31JI5VjPVfzasPUeAd3XJbJna9+1WK+2VYSo6o+dNVk38Rofv3hLh6aPARHhMVMtsU7bCHjOSXOQXF5HTsOV7Nscwkz8jJYsq6YKSPSGD8wuUWVxePLtvPa9y+mT1wkHi98ua+s28dwW0s5ZgGDtNblSqkMYA/wNa31+o764UqpycBCwAq8rLX+ZbPvR3IyEVIGzNBa72/63k+BmYAXmKO1/qCjjqsrC3VyeOjtLSQ47TR6vcx+YyMJTjv3fiOLtAQnhyvreW7qSOIcVqJsERypdvHqXRex/3gNz08fxS9X7DTXOj3+7VxeXr0Xl9u3deKRynqe+t9dzJmYbZbW+TN67XnDyLrpnqW1i6tTXUB5PAbvbjnEvHe3cff4LFxug5vG+MrkFt4ymqLjNTzx7WHUNXr5w3fH4tUGP7t2CE8v3xlUJvfa50VmHJ+oayAnOYbXPtvP5/vKmTkui4q6RjyGgdfgjGLQn7WW2O1a/BOXBKedOy7LJDEmkqKyOorK6nnp4wJS4x0M6hOL3Wph9pU5VNQ2cLTKxY8nDSK7Twyl1Q24vQbRdit9E5xMz0tn6TrfNneJTnvQ5Nsfi+W1DWQmOc0lQ+1ZF3268SXjqxCiozXvT7ZscwkPTR5CgtMWcrxRyndx5/Ua7C2t5fCJerL7xDD7jY3MnZjDA1flcHH/BBo88NzUEcRH2Xj10318vq+cORNyeHbFTm4ak84rnxby2JRcfvPRHu76Wn+OVrlYuDJ4SXGfuMgWxys7GvVszc+t0/LSzbiB4PlmW0mM38wY1eJ737s8E7fX4Htfy6K4rJYvC8uYN2UotS43+47X8PSNwygqqzN38MhOjuVn72wN6h+xZF0xP5k8hCfe38G0vPSQ76Gv9pWTEu/gkXe29YgYbisx4dJalwNorYuVUrs7OClhBV4CrgYOAmuVUu9prXcEPG0mUKG1zlZK3YKvYmOGUmoocAuQC1wIfKSUGqi19nbU8XVVrU1G1xWVAzAwOYY7v9aPRo/m58u2c+/XB5Day8bhykZe+mQ7U0akUWCpYUhKHK98updZVwwgKdpOlN1KUVmt2Q12VHovfvbONhw2C9nJsfzhu2PI6RN7Wlk8WZff84S6uGotZo9W+bZCOlxZz7x3t5nPcdgsREZYGJgcg8NmITEmkg3FFebF4ANXDyQ5NpKHvjkIZ2QEpdUNWBU8et1QEpw27BGK0mo3L63KZ0tJFQBWC+Yavz99to+bx6Sdv/8potMYhsaiYP60kRw6UU9NgwerRZGTEs2cidk47VZiHTZ+3FQl9toX+7nn69n85StfR/n/fH09CU470/LSyUh0cqzaxTubSpg9IZvBfWKpdDVisygenDSQ3rEOYiMjKDhWTWqvKDMp4TeoTyy//c4YoiMj6BMbSUbi2d0RkfFVCNGRmvcn819cPbtiJ4tuGRNyvIm2W7njskxm/3Wj+Zonrh9GgtOOUpB5gZPyWg+bDp4wEx33fiOba4an8PxHvq0RB/aJ4VdTR/Ly6r3sOVaD02YlJc7B3Ik51DZ6sSjfVo4ZiS2XtknlWM/W/IZYXaM35Hxzz9FqcpJjefG20cx+Y2OLJMZvPy7giW/n8uh72303d68cQLXLw6zX15tx/RBMeHkAACAASURBVNQNw3A1eslOjuW3n+Rz9dBU3t1UwpQRaWjla/Aa77AB9UEVRQAPXzuEXlGhqywykqL572b9V7pzDLfVYyJdKbXI/wGkNvv6bF0MFGitC7XWjcCbwPXNnnM98Oemz98CJiqlVNPjb2qtG7TW+/AtN7m4A46py2ttHb/XgAiLhfsm5FBUVsfjy7Zz7zcGkBTr4ES9lxN1Ddx2cSavfFrIopUF3L90EzeO6cvi1Xtp9GrWF1VwtKrRfPMdrKijoq6R+68ayK8/3EVK/OmXFsm6fAGtx6zbq/nWC2v4Yt/JHRLeXn+QORNyyE2L5dZLMvnP19fz4N+28IfVhcyekM3A5BgW/GsPhcdr6R3roLi8nvkf7uGZf+6mxuWhsLSW+5ds5j9fX28mJRw2C3mZCQD86bN9PDR5iMRgD+C/k3bnq1+R4LRR0+AhJzkWQ3upqHWzeHUhWvsSZ3ePz2JwSix3XdaPx5dtNzvK+5cULV5dyIN/28ILq3wJi8Wr91Lb6GF9USX/8foG3F7N0cp6IqyKiUNSmDi4jzlW+o/jWy+s4fv/s447//QVOw5Xn/XvJ+OrEKIjBfYng5PLNaaMSMPt9fLszSNa9NuJjLAE3aFOcNo5WFHHjyYNZGxmArUNBv/1xgYWrSzg5TWFzMjL4KVPCkiJjzKXaOwtrWHOXzey51gN9181EItV8Zcv95OZFI0jwkJeZiJXBYypgU7Vv0d0f4E9GPolRYecb24tqeJbL6yhwa155c48Hr5mEKPSe3H3+CxmT8gG4MJekSy+fSzPTx9Jryhfb7O7x/v67LncBo+8s43DVQ381xsb+P64AbzxVREz8jLM66p739jAjIszSI333RzwV59vO1TFfX/dyCPvbuXRKUNbvIcOnajrUTHcVsXEj5t93WHVEk3SgAMBXx8ELmntOVprj1KqEkhqevyLZq8NeYtTKTUL37IUMjIyOuTAO0t71sn1S4rm2ZtHtMhor9p1hAeuHsTxmkZS4yKZOzEHq9XKvW9sMDvRN+8e798nurisltF9e1HtcvP89FFEWBVJ0TZmX5ltvvHmvLmRhyYPOa3SIlmX373i80yFKmN/9uYRLFq5m5njshjUJzYoixxls+C0WXl82fYW8fr89FE88f4ODA1erc0mhA6bhT5xkcz/YHeLXWV+ceNwMhKd2CMsfDM3pcfFYFu6c3zuO17Lsyt2MiMvg5l/XmfGw8t3jOWr/RX88KocLoiJDCqffDLgTl/gkqJQ66prGrxms9WFK/NZfPtYMpOcZCYF3+E4V3f0esr42p1jVHR93Sk+W7vIt1ogMToSDcwcl0XuhbHER9k4fKKOGIfd7NWTHGsnwmIxd80KNe/0j5+V9W4cNgv3XzUQhWb+tBH0irLx+38XMGfiQO66PAu3x8tF/RLbXD4slWNt607xGai166VQ803/7hout8GP/raJB67KwWPAfzVdH/mS+iOpaTAoLqslITrSrOINfD3A4JRY7h6fhaE108b2DbkzR+DOMkNT43h82Q4cNgu3XJSBx2swf+pI9hyrxmvA618UcfPY9B4Vw60mJrTWf27te12J1noxsBggLy+vy7Yjb+86OYtFcc3QFOIcEWw8cAK71UKiM4I7L8+iptFLUoydRq9BvbuBn/1jqxnorXWPt1p8++pqNMlxDg6U1RHntNE7NopGbyVTRqSZzd7OZDLd09fld5f4PBuBF1BltQ0oFKXVLrMB4Zo9Nh67Lpe31xebVTwPXD0oZLzuPFLFHZdlUu/2YrdazDsuj387l/kf7GZLSRWlNY3mROmifglc1i8Ju91Kvwt6Zgy2pavG56mSuIahOVJVz4OTBgdtUTcwOQaXx/drZiZGc3+zhMG8d7eZ5cMOm8VMUATyj5txjgizCabLbVDb4KFvQstqhXPZC6InjK9dNUZFz9Cd4rO1i/y8zESzEuvLwlK+PugCtKFJiY+iuLyeVz4tZGByDHOuGsjspos9aHve2TvWwYOTBvLKp/vN8/isK7L4wTdyzHP5nInZDE/v1WaytT39e3qy7hSffqe6XvLPN/ccrWZrSVVQw2qX2yC1l5P5H+4y54lRNgv1bi+LVubzo0mDWyyrWLQqn9lXZmO1KHM+YS7taKXvin9nmUibhZvHpqO1b3eZaXnpJERHMqB3jHmDednmEp66YViLHhPdNYbbqpg410qAvgFfpzc9Fuo5B5VSEUA8viaY7Xltt3I6d9UOVtbz82XbueuyfsQ77SxcuYdbLsogOS6SRrdBcXkdafEtt1QMdcIZmd6L332Sz93jBrD7yAkALkxwcLCinkUrC4JeL43VxJmyWBTp8VFsPHDCTJg5bBYenDSIhGgbf/2yiHu+kcOT72/nR5MGc6iiLmS8eg3om+hEa6h3u5k9IZtL+icS54hgz7EaAA5Xusxs9VWDL8Vut3bWry3OgVCTkhdvG03/pBiOVbtIjXew43A1DyzdxH99I5sEp52bxqQT67CSFB1pTpznTxvRShduJ899sIs5E3Jo8HhDxuGovr14ZU1h0GMD+8SFnEDLHT0hRFfQWnXjxRkJbC05waETLn40aTBHTtRhs0YQGeGrjkhw2rnnG9lsOXiiXfPOUem9KKvxNVf3c7kNDA35x2rMXmeBCZHW9JTKMXHSqa6X/Al7gB8u2RQUf5lJUSQ4I5h1xQBz5y2HzcLTNw7jnq9nU3CsOuS8IDk2kkffC67iPVAeep46qE8sM8dl8eKqAm4em86LqwrM72UnxzL/w13MmzKU/71vPKU1vpjNSHAyJiOhR8RwWz0mzrW1QI5Sqr9Syo6vmeV7zZ7zHnBn0+dTgVVaa930+C1KqUilVH8gB/jqPB13pziddXJHq1w0ejRZyTEsXLmHGXkZRNutHKtq4LkPd+E1QCmYOzHbXOv09vqDzJ2YE7S26ekbh/O7T/K5eUwGv/2kgNpGLwtX5rP7SA2p8aH7AshkWpwJw9B8tq8sqIrH5TaY/+FuisrquCSrN4XHqpmRl0FVXQPZfWJ48vphLdbivb+lhPgoGx/vPMIDS7fy8ppC1u4vp6i8jjkTclo832MYrR6T6JqaT0oSnHYOVdTz7uYS/m9vGdtKqnh2xU7mTsxhVN94vve1frzyaSHVLq9Znpka7yAp2o7DZiE13sG9V2Yze0I2cydmkxht4/pRaVgskHthfIs4fPL6YcREWvh8X7n52DM3Dqf/BaEn0NILQgjRFfgv8pfPGc+bsy5h+ZzxXDM0hfe3H2bG4i/4wV828L3/WYvLrSmrcVHn9ppL3gpLazA05jiXGu8g2m5lXrM19U/fOBy7DX71wZ6gn+2wWbAoqHZ5zITI5VlJ7bo4C+wx4L8wFd1Xe6+Xmp97M5OiuPcb2Xy1v8JMSvhfW1RWx+//XUBOcixzJvrmA/7rJ4fNQkpTn4lAS9cdDDlPfWb5Tl76uICKukb8oej/3i+W+3ZCnP3GRpTCjNmICEuPieFOq5ho6hkxG/gA33ahf9Jab1dKPQGs01q/B7wCvK6UKgDK8SUvaHreUmAH4AHu7e47crR2Vy3KZuXzvcfpE+fLqBVX1FHv9vL4t3OpcXmYMiKNJeuKeey6XH77cT4PTR7CriNVFFfUs2xzCXdclslrnxdhj1Bk947hqRuGkRwbiVLg9hrcN3Egv/5gN3uO1TB+YLIvMxjnIDc1XsrjxGlpq7x+f1ktG4orQp5MDA2JThvD+8bR0KipqG/E5TZYvuUQs67IIiPRyZFKF0vWFXPLRRm4PV7+vukwDpuFx67LZdHKfJ6+YRhL1hWbpXlaw5J1xUweltIZ/yvEOdR8UvKDr2fRO9bB8dpGAEqrXczIy8CqoNFj8Jcvi5g5LouMhCjuHp/F2+sPctOYdPKPVvPwNYOpbfTy5tpis7N2o0dzaf8EDla4aPAYNLg9vHjraHYcrqbBY7DgX3u49eIM37+ZGEXJiXrGZLRebix39IQQ4SzUudt/x3nzgQqzxByamlueqGdgcixJ0TZzF62cPrEUltbw5PXDKKtpINFp42ClC7dXM3/aSCIsipjICPKPVvPn/9vXohfU3Ik5ZCY6SY6L5OYxaTJGila1twox8NxbcKyG+KgI/m9vWVBFeWq8g5vGpDM0JZbBTddP/t1jbr80kyXripmRl0FhaY35M/2vsVogxhHBA1flkBgdSZ84BwtX7jaXJj12XS5uj5fF3x3L5pLKFktKemoFequJiVPtvKG1nnO2P1xrvRxY3uyxRwM+dwHTWnnt08DTZ3sMXUWoErqnbhjGnDc3mnviPnXDMF5YlU9WUjT3fCOb2gYPVgtMGZFGjcvNjWP68uyKnUwZkYbVAj+ZPIRXPt3L49/OpbSmgfveDNjO6du5LF1XzCVZvdlzrMZs7uKwWRiSEkdEhEUm06JNgZOZ5FgH+8pqzG2YmpfX17u95t2U5ieTaLuV9MQo9pXW8VhTqZzDZuHn1+XyxpdF7DlWw3NTR3L9qDSi7VY8Brxw62gOVtRxoq6RirpGispqueeKbB5/f3vQ+ycjwdmJ/4fEuRA4KUmNdxBljzB7RThsFv54ex4LV+5mel4GtY0ebrs4k+c/2mN+/6eTB5Mc5yD/WA25F8bw/EctG6Y+dcMwejntGFpT3eDlpXe3mxMKh81Cg8fglU8LmXVFFoNT4kJuYxeoJ/SCEEJ0Padar3+40hV0EXf7pZnmjkX3X5XNr6aOoJczArcH6t1eisrr+GJvKTePzTAbX/oTD2Mye/HsB7txuQ2zF5TVAmMzE9h9uAqLRTEmo/VGl6LnaOtG1+n0FfE3xKx2udlztIbFqwu5e3wWDpvF3HVrybpi+iXlmBWVmUlRPDR5CIWlNTxx/TB+/cFuSmsamTMhx0xUBM4X5k0Zyptri7g8uzd3XZ7FLRd7OVLp4vf/LmD2lTkMSo1hzpKNspyzSVsVE/cA24ClwCFARoJO1PyuWpTNaiYlwJdde+SdbSycMZIql5c7X/2KH16Vw5DUOHYeriLCamHx6j0h3zCREZYWZUuPvredV++6iEavQUZiLsdrGrBHKBZMH2WWJMtkWrQm1GRm7sQcEpx2Dle6SHDayT96MlExd2I2yzaXMGdCTlB8PnZdLr1j7Xg82kxKgC9Gf75sO89PH8UP/rKB+kYPA5NjcRsGjV4vf/5sH98fN4DC0hp+950xHCiv4/erC4IqJl5Ylc+YjASJ324mcFLynUsyzMkE+OKm4Fg13x83gAeWbuLlO/J46O2Ty4cSnHbq3N6gREbgBMf/bzzyzjbmTx1JXYMbi1JU1PmqMfzlmEvWFfPraSPpmxBFbaOX/WW1krgVQnQ5p1qvnxofZSaCA3cpuuOyTMpq3US7DWobvOYuWq2NqQtX5rNwxmjmTswxK9SsFhjdtxe/bmp26bBZWH6WuxWJru9UyTL/9dKg+8ZTXF6L0x5Bn7jIkP+Wx2PwWWEZVfVuc67w9vqDzJsylKNVLnOXmMBlnjPyMkLu6vH6F0X87NohPNisOeaT7+9gwfRRPPn+Dn78zUFc2MuB19D8aNJgMhIc9E1ofyKlPbszdnVtJSZS8VUrzMC3XGIJ8JbW+sT5OLCe6FQBF5gI+HzvcTMp4edyGyRERzJ3yVckOO14vJpGt5dL+ieyvaSKKSPSQm5d85sZo0KW0B+tauAnfz+57eizN49g0pDQe0ULESjUZGbhynxzm6SbxqQH7W2+dN1B7rgskzfXFjP7ymySYyPpHRuJRfH/2bvz8LaqM3/g3yNZjixvsR1vOLEdE2ffCGZpi9NpzJJhAglboB1SYEIzzK+QTDNloC3LQCglFEIJpC2hlAKdlgRogaaZsCQwwDS0MRCykM04sePUdhzHlmzZsi3d8/tDujeSfSVLtrVZ38/z6IktXVnHzqtzj957zntQ22LHuPSB6/ccfQqcioTZZMC4tDE41NyBl3fV4+GrZuGbF5T6dPL3LpqOXqfEhvd8C7Ym6lS5eOJ0KtjfaEWj1YHCzBTMKHTP2PJHHZTM+PdKfH7c6hM3hZlmlOWl4aStB7dWlqGjx+nzeP+4dPQpONhk0429rl4nntheoyVsG9q6MOOsDCQnGXD5rAJ80diBpRs/1h04ERHFA3/r9Ztt7hliQkg8es1s1LR0oijzzHK48VkW3Pnq5/jptXN8dj4K1KcqUmJaYTr+7euT8F9eiYyVC8rR0tmLRquD52waNFmmKBL1p+34vKEdP/Qqpt7/HKwoEn/e14i7XtuDWyvLfJZhpCUbkZGXDkef4rP7VqAtwp/7qBZ9iqIb2zUnO9HW1QuzyYj/2LxHW86xdWVl0Ms5g92dMd4F2i60FcAvAfxSCDEe7voOXwgh7pJSvhSpBiaKUAPO3xqqU5292vQj7yvPP//nedh9fGBFZEefgjFJBt2fVXuq0+fNd9drezCrKJMnBRqUv8GM8IRy/20WG60OvLizDk998xwcau7QqhufKSZo9LvM495F09HQ1oW12w4BAOw9rgFFNNds+QIr5pf57CSTyFPl4oXTqeD1z0/4bJP10JKZWDKnyG9yQlEkjp6y43BzBwwG4bOsY9mFJfjXlz7RftYzN57rE1d623/6W2JkTk7CN88vRtm4VDhdLpyVmQKLyYhzSrJR29IZ9C5KRESxyt9Ys88lcfn6D3HXZVOgAD7LMtQdixx9Crr6JX8B/31qo7Ub49LNWlICGPjBj+dsClTcsjQnFdv2N+Fgk02LSfXx/ufgY612bUtOwF380ntW+aqqST6FK/snKbxfuyQ7Beuum4N6PztxOBUFD181C7/+6EstKeE9KyKYGeih7M4YzwbdlUMIMQ/AKgA3AvgfAJ+Eu1GJyF/AHWu1DzhWUSQEgIeWzPJ50zx67WxkWUz40eXTBmT0HvjTfswrztLdSeP46S78+Crfn7Vm8Uy8Ut3gc6z6xicajDqY8aZW1QYAo8CAx9u6etHd5xqwrOjeN/Yh3Zw0YNeYVVXlACScTgW/+N9a7f7kJIPuiWNyfjp3Pogz+xutPoXV1GUU+xutuserCd5/eupD/Nt/f4qfvnUQ9y+aAbPJoHul41CTzSeu9OLyT5+fGNA/rr5kMn6y9QB+/n4Njrd1ob2rD6ftPchKTQYQ2i5KRESxSm/XoJ9cNQv3vrHXs94+FT/11IUAziQSLMnuiwmn7D26fWr/8au78LrZ73aMRgN4ziYA/seXeelm7bOUIvUTCHWtduz88hSOnerEsVN27aKF+yLXDJ8xwubqBty3aLq2zNg7Xvu/drrZhLVvHUSKyYjVl0weENtXzS3ClbPPwqPXztV2tAl1pkOijCsCFb98EMA/ATgA4GUAP5BSOiPVsEQTKOC8M2HeMysm56XhiaVzcaDJhnGpyeh1KrjlN7u0KUne6lq70XDajh9fNUu7mqwOsKUE0pINeP7m82Dt7kNhphkZZpO2blrFK8wULL3iQ6svmQyXIrGyahIqSrNw1tgZPsUs7100Hac6enTfB3sbrCjMNGPF/DIoEjAI97R8BcCv/3JUy0DfedkU9DgV3Yz1tIIMbGWx1rjiXVhN5ehT0GR1YM6Egcf3T/DWtXbjtU/r8dxNFTht7xvws57/Sx2+f9lkLa5Sk41Ys3imtp7UbDJgxfyzsWX3CTyz7Fy0dPSgvasXiiJx9z9OxdgUExxOBXWnOlGWl6YVuQy2KjgRUaxLThI+594xJgPqWrtRmGlGj1N/6rrRIHD/FTPwy/+twfcunuxTYPhf55+NgkwTfrZ0LpxS4qTNgZaOHry8qx4/uXq2z5VuwN13Vk3Nw6wi/7sbUeIIVNzyr0dbtdjROwd/drwdr3iWDjv6XLh0+jhcMv0s3PvGPvy/f5g0YCbvy39z72pY09yBR6+dg9YOBx5aMtNnFueaxTORZBS4e+E0pJgMsPX04vZvTEKvS0FFSTa+WpajzfAcTl2+RBlXBKoxcQ+AowDmeG4PC/c8bAFASilnh795iSNQwHnXnrAkG7U3Y+XkPDz30Zf4zvxJMBkE/t/vPg34hmy09SLT7MKqqnJkW5JhGZOEhrYu/PqvR/GTq2bjvJJs7c2jKJLbgdKQGQwCl07Lx6YVF+JEezcUBdj4wZfYc8IGwB2P91w+FRuXVaCtqxdGIXC6qwfp5jH6S5TsfXA4FUzOS8fhkx1wKdCWblxXMR7leeloaOtCkhB49oOaAScOtWirOl2O4oN3YTWV2eTeM1yPXoK3aloB6k93o8naPeBntXX14qStBy7FvYzjrLEWtHf1aINwKYGnd7j3G//O/DIUZIxBXvoYtHT04LS9B2ePS0VnrxMXTy8YclVwokiTUsJqtSIjIwNC8IMe+Xes1a4VqVatqpqEkpwUfOv8Ehxssun20fv/bsMr1Q145JpZONRow6PXzsGxU3b0OBU888GXeGjxLPQqLrz4l1r8y0Vno+ZkJ66YU4R1bx8ccAFt3dK5TEqQJlBNBvWz1GufNAwopr6qqhwv7qzD1fPG4+Vd9fjuP5yNOeNLtc9Ova6BF7UOn+yEgERnrwvdvU60dffhj5+d0AqpGwRQMs6CR//nAG75WhmKxlqgtAPnTbQgP30MirNH7gJYoowrAiUmJkasFeQ34IwG4PXdJ7QCLiurzmT08jOScc28Yuz/u3tas3q/3htSrRoLALcvmIT7+xUW2neiHQWZZu1DW7DFWIj0KIrE2weaB1QuVgtYZVmSIQwGrHip2jMdNAX3/tN0JCcJPHCl70wKNXavOXc8frz1wID6KcXZFhRkjkFxdgr6XAoqJ+eiOMuCecVZjN04N6MwY0CS6aElMzGjMFP3eL0E74QsC77/6ufIsiTr9osv7jyzd/jtCybhtU8aBsTYmsUzse6dQ1gwtcDnfn91gNh/Uixz9nRh+cb38eqdi5GZqf9eIgL0k72bqxvw0JKZ+O7vPtXtV+9dNB1P76hBo9WBA402KArwn54CmGq/u7/RitKcVFw1b8KAcUJ3Tx82rbgQ3X0u9p2ky19NBu/PUi99XIcV88swOT8duWlj8O+bdqPR6kC62YjrK4phSTZhd0N7wM9Oq6rKYet2Yv32Gq1O1eGTndouMSsXlOPOVz7HqqrJSE4y4IoNH/mMDwbbKjzU3zkRxhWBil/WCSGWAJgEYK+U8q3INSvx9A+43DQzjrZ24rVPT/hMa1OLBmVZkjEpLx3/4lm6AZyZJdFodeClj+vw2LVztKvLL31cp013t3X3adm+eRPG4oEt+7FodtGAZSPcDpSGSq9milrAasN7NbiuYrxWS8Ld2Zfi9t9/hmeWnYufv1+Dn147B129TliSk/DY2we1D45tXb146eM6n2z1ucVZmKgTo4zd+JeUZMCSOUUoz0tDk9WBgkwzZhRm+i18qZfgNScbzsSLAfj5P8/Dp/XtmJKf7hNbgLvGhF6Mtdl7cEFZ7oAaFYEKT7H/pFhmMo+uq2wUHt7JXnXHAqMB6PUs4VDHm2p/OSU/HSfau7SlwJ09Lvzp8xM+W3Vvqq7H4rlFSEk2Ys2mLwaMEx69dg66+1y4sGxcNH91ikPes3W9d/KqbzsTk0Vj3TvGPHDFDJ9CrGosr5hfhqLMFNS3dePFnXX44eXTPMVZz8S60QBMykvHT7YeQKPVgR/+cS9WzC8LenwwnN9vtI8r/Ba/FEL8HMD3AOQAWCOEuDdirUpQasBdWDYOQgC3/+4zWJKNWH5RGe7+xyl46pvnIC05CRuXnYtbvlaKT+vatDdB/+IsbV296HG5kJqchOc+qtWSEuoVwg3v1eBXH9biUHMHrq8oxpY9J0bdOiWKnkC7cphNBkzIsmiP//MFxXjsbXfxrJaOHtS1duNQcwf+3t6Nx94+iOsrirWpeauqytHW1avF78ScVJSMsmls5CspyYA5E7Jw2cxCzJmQFXA3jmOtduSmJ2PTigvx++9cgG2rKmHrduK5j2rx9I4a/OzdIzAZDPjVh7V4eOsBLbYAd1xmW5LxvYsn+8TYhCwLnv9Lnd9q3KOt8BQRkao4y4K118xGSU4Kll1Yguc+qsX67TXaEg7AvRZf7S8PNnXghb/UaUWFX/ukATecV6z1wc99VIsV889GjiUZhxr1C13Wt9o5HqUhUWfrXr/xY9z2209x/cadePtAM4wG4GFPEeujnqKXljFJup+dJmRZ8LPtR7DhPfcyzsb2Lq2IdqPVgec+qoU5yaglJQB1u1vftnB8MDSBlnLMBzBHSukSQlgAfAhgTWSaRc0293T3dLMJv/9bPa6vKNb2gl5ZNQkbP6jFT6+do3X8yy4swabqei2TN60gA794vwZWRx+eWDoXjj4XzCYjHtl2QEtSPLRkJlo6erCpuh53LZw26tYpUfT4q5lyfmkWDKIMJzsc2uO5aWO045ptDi2mb5tfhhvOK8bLu87E9ZSCNHz/0smwOZw4pzgLX5uYM+qmsVHo/G23nJdu1pbBAe6BwpPbD+HBxTNx3xv7tKsjZ+em4e/t3fjlB7VIThJ4+lvzUHOyE129ThRnp2hXWhKh8BQREXDmQ966dw7hPy6dqi3HANzLOVZVlePJ7QPX8Ld19eKssWasqiqHvdcFowCeuuEcHGjqgFNRMHGcBXsarCgaa9HtU2ePH8vxKA2Jvx0OV8wvwyvVDVgxvwxzJ2TCbDLg2Q++xG3zJ+GXH9RoY8y548fi5V3HtM9JaxbPROk4C0539uCFW87HSZsDY1OTcc/re31mW3rvOud9H8cHoQuUmOiVUroAQErZJVghKaLyM8zadPdVVeXo7nNpSzYsyUY4+hScaO/S1kO99HEdrqsYj+JsC/LSx+Bgow3zp+TBIACnoiDJKPDItgNYNLsIRgNQUZKNkpwUNFoduGxGwahcp0TRozelfu01s2EQwOT8dJy29+DeRdOxZssXsIxJ0gYnv/24Xqvg/csPanHLV0vwwJUzcarTvRtCTXMn8jNTMK84BbOLjgGdxwAAIABJREFUxvq9ek6Jpf9gJMuSjINNNgBywBW56jorrpnnwqPXzoGj14n8TDNSkgVyUpPxnwun4OgpO+59fR/aunqxckG5tuXoLz+oGbD+dDQWnqL4JaWEzWaD1aq/nW7/Y1kAkwLx7lcPN/vObmi0OvDizjo8sXQu7L1OtHT0AHAXo547YSxOdzpgMgqUZltQ39aF+97cj7auXqxZPBM/+MNe1LV2oyQnBfcvmoEHtuz3GSd8tYwXHMjNu/h/fsbgNRX8zdZVpDtm12+vQUlOCh6+ahZ++Me9+P3f6nDnpVMhIWEUAi/tPIbpRWMxuWAspHQv4zze1gVzkhGbqg/izkunotfpwnf/YRLu86qFtm7pXCQnCW0sy/HB0AVKTEwTQuyBexcOADjb63vuyhFmpTmpmJyXjixLMjJSTD5Z6XsXTUdJTsqAtXsuBXhqxxHct2g6el0SBuHO/v3s3cOwOvrw+HVz0edSfN7cJTmjd50SRY93zZRmmwN9Lol733APRtQlRdv2NWD5RWVITjJoV14arQ787m91ePbbFdh17DSsDhfWvX0IlZPzYDQAXz17HE52OODsP2eOEpr3YEQtULV+xxHcWlmme0Wuob0Hz310ACsXlGNzdT1uOL8E97y+D1mWZFxXMR7/celkpCYnoe60HTd9tQzPfvAlFs0ugsEAvHjL+XBJGdQgiSiSbDYbbvzFDvQ57HA5lYDHsgAmDabV3qONL+cUZeruavRlSyfSxyShu8+lbSfa2tkDpyLw2NuHz/Spl0xGk82B4mwzHloyC389ehpSAr//25n6FF8py8ZXysaxTyUA/mdC6hWcVvmbrSu9hox1rd3ISk3CuqVzcbDJhgNNHcg0G7HuXffnrPcOn9Ke9/S35uFIc4dWJNve48SPtx7BLV8twcZlFTAZhTYWAMAt6UdAoMTEVAAc/UeJwSAwrTDDp0gg4M78rdnyBZ5YOhePbHOvkfa+gnffouk40dYNh1OBQQB9itS2aPzgSAumFmTgAk5/pwjw3prz8vUf+i2EWZKTgpVV5T77pFu7e5FhNmm1Jw6f7MQDV87AXa99riU3HloyE0vmFHHWBPkMRq6eN17rE/WqbD+0ZCZOd7oH3Juq63H3wmn4nmfgo15RMZvcBTOf+6gWyy8qw54TNq0K99YRLmZFNJJMKWkABFydtsGPZQFM8kNRJP7e7l5Pn2VJRl5aMu5bNB0PesajZpMB918xAx3dvfjJtoMDPgg+ecM52jndpQCPv3MYbV29WDG/DOV56fjVh2eKuqt9a+UkJiXoDH/LMgIVlNSbrasuMVKZTQaYDEb817a9+P6lU3GouQMuCW22rvdF4PXvHvbZ5r6+rRttXb24oCxHdwvb0V6YMhICJSb2wX9iokcI8SWAH0kpt498swgAJo5zz5rQm5bU3efCdedOwPjsFDx27Rw02xwoHZeKB7fs1z643b9oBjbsOALA/YZyKQhLlVhKbINNtRusEOb1FcV44f+OoXJyHlJMBkwrzMCDW/aj1ym19f85qcn40evuGRfq8+95fR/K89IwZ0JWRH9fih5/seY9GEk3G7UrcACwbV8jll9UhuLsFGSYTbD39uGssRZ0nuzAotlFOHKyUzc+jQbgoSUz8ZRXH8qpmUQ0mql97LFWOxrbu7GqqhzZlmT83dqNPcfbtavMLgVwuVzItCTr9p9HmjtgTjIO2HrxxZ11uOmrJbr1KfIzxkTpt6ZY5G/seLLDgdKcVN2xgDpbd8odlag/bUfamCQcaLT51IlaVVWO+tN2fPcfylFzskNLkhVmmn3q9J20OXD4ZKf2vJULyrGpuh7rls7VTUrQyAi0XWi6v8eEEEYAMwH8t+ffkAghsgFsAlAK4BiApVLKNp3jbgJwj+fbh6SUL3jufx9AIYBuz2OXSilPhtqOWKaeHMalj9GdlnTa3oP//ms9Vl8yGXe+ugcAMLsoA/9x6VR09zpRnG3B428f9Nlr96WP67Q3NRMTNBKCmWoXqBDmORPOwYNbvkBdazcOn+zE/VfMwIn2Ljy4eCbsPU5MLchAcZYFbx9o0pISKkefgiarA3MmRPRXpigZLNYWzijA9FWV+LS+HT97d692jDqYcNfX6cYr1Q1YfclkrN9eAwC4fcEk3fismpKHGWdlYl5xljY1szjLEtJ6VyKieKHXx66qKsfPth/Rau788v0aVE7OQ3F2CgDgVGePbv9ZUZqFJIPAphUXoqvXBYMQ+PdNu9FodeCFv9ThtvllPrMky/PTUJzNpC+5KYqE0yV1Yys3zTzouPNQcwfWbjuA7186FV19Lvz02jk4esqOHqeCF3e6a/JNL0hH5lmZePDKGbjvzf3ajhsPXjkDD275AgB8lhmNSTJg4UzW5Au3Ic2BllK6pJSfA3hqiK97N4DtUspyANs93/vwJC/uB3ABgPMB3C+E8L40+s9SyrmeW1wmJRRForalEzu/PIXalk4onnXz6snh8vUf4nubdmvbLgFnsn2KInH1vPFoaOvSHttzwoaVv/8M97+5H3npZty7aAZWVk3C8ovK8NLHdVqVWVaJpZHib6rdsVa7Ft+t9h785KrZPjG8ckE57n1jH0529OK+RdOx+pLJWH5RGX7/1zqc6uxFk9WBfM8avaQkg1a925vZZEBBJmM5UQSKNcC9dEiRGLALx/odR3DXwmnYsucEphVkoK2rV9sVBoC23MM7Ph+9ZjZmjXcXV1W3cC7NScXbB5px+foP8c1n/4rL13+IbfubtH6biCieqX1sliUZ3/3GJNxaWQZHnwvf/kqJ1pdWTs7Dhvdq8PP3a1CYaUb6mKQBY9T7r5iB/HQz5hVnI91s8txvRHKS+8Nco9WBX35QCwA4t3gslswtwoIp+fywR5pjrXbc88beAefmtdfMhtGAgGOBY612rPUsdb/z1c/xyP8cwp2vfo4kg8AfPm1AW1cv5hVnIdVswrMf1OCJd91Li29fMAkr5rtjvtHq8NkGtzAzBRWlOSjLTWOchlmgpRyDklI+M8SnLgbwD56vXwDwPoC7+h1zGYB3pJSnAUAI8Q6AhQB+P8TXjCmBrv6pbyo1U6dIidUXlyMzJRn1bd14cWcd/r2qHNlpAo+/fXjAGuqHr5qFiePcmecT7Y4Br8GpyDRS/E21O23vwcGmDi32SnJS8PzN56G1sxf2HidO2XvQ65R44E/78fQ3z8HP369BliUZ3/5Kic/0TvU9MaMwAw8tmYl7Xt/nUytgRiGLto0WQ10S5D0DzN8xLkXB4rlF+MX7NfjhP04FAKy+ZDLWvXMYjVYHNlXXa9sq52aMwYWlA+vwDGW9KxFRvFC3qVeLB3uvtS/MNKPR6tCWYN6xwF0g+Ln/O4rrzp2AB66YAcuYJDS2d6Es14IJWZYBY1x1aVxdq3ud/tSCDHx9ch4/6NEAzTYH6lq78dLHZ4qjSgkUjXXHoXex66vnjYcQQEtnD0pzUtFsc2DR7CIthoEzFylWzC9DismIH/xhL9q6evHglTOwuboeG95z15a687IpGJuazN01omhYiYlhyJdSNnq+bgKQr3NMEYDjXt83eO5TPS+EcAF4De5lHrqXrYQQKwCsAIDi4uLhtnvEBBrkttp7BhS1XLmgHG3dvdqbJy9jDMwmI9q6en3euO7tGM9k9NSdEVglNjbFanwGy98yDZPR4BPfvU6J2lN2rZCr9/Ki9u4+PLF0LtLGJOE7L1X7/eC3ZE4RyvPS0GR1oCDTjBmFmSx8GWaRis/hLAnyngHm75gkgwGT8tKRNiYJ08/KxI3P/RWrvAquSgk8uOULtHX14s93VOrGVTCJEYq8eO9DaXSLp/hUt6nv/4FuzZYvtGLA8yaMxWPXzsGs8Rk42aE/VjUIgfq2rgFj3Hte34dNKy5Ed5+L49EYEavxqZ7L1VkLgPtcfs28Iu3r/km0X31Yi3VL52J6YTqMBuier8ePTcET77p3gAOA+97cj98uvwBtXb0wm4zIspgwOTcdM1dm8nNTlIRtVC+EeFcIsU/nttj7OE9CIdS5sP8spZwFoNJzW+bvQCnlRillhZSyIjc3N+TfI1wCDXKTjQbdTN9ZnunsKxeU47/+tB8dDqc7YdHVq003MicZ4ehzaT9T3RnhwrJxnIIUg2I1PoOlFh30nmq3bulcdPW6fOL76nkDd5dZv+MIrqsYj6OnuvC9zbth7e7z+54AgKQkA+ZMyMJlMwsxZ0IWkxIREKn4HGyZBuA/1ryvZOgds6qqHA9u+QL/+ernGJ9lQZ9LgaNPgb3XhfXba/D0jhpseK9GuwrT0unQbaM6UPLGpXHRF+99KI1u8RSf6jb1/ooBr1xQjge27IfBIDAhK9XvWDXZaPA7xu3uc3E8GkNiNT4Dne/Vx/SSaKs374ZLAc4rydY9X9ed7taSEupzWjt7cMn0AlSW52Jm0VgkJxv5uSmKwjZjQkp5sb/HhBDNQohCKWWjEKIQgF6NiBM4s9wDAMbDveQDUsoTnn87hBC/g7sGxYsj1PSICHT1z1+Hbk4yYNOKC9HnUrBwZgGkBH689QufaU6bquuxcGZBpH8dSlBq0cH+s3KOtdp94lsI/ex1eV4aCjPNuGZeEaTEoFfEaXQKZjaCv1jzHjT0PyY3zQyjATineOyA2ARCize9bcg4xZPimZQSVqsVAJCRkQEhOABPZOo29Xr94vzyXADSp/hf/wsQgLvf7up1BTXDjcifwc73C2cUDIgvANrFha+U5WDtNbNx12t7tPP1T66ajZ9tP+RzPGuVxZ5oLeV4E8BNAB7x/PuGzjFvAXjYq+DlpQB+IIRIAjBWSnlKCGECsAjAuxFo84jyN8gtzrKgw+HU7dAn5fnuj6soEnctnMaBMsUE78VU/ePbKPQ/BE4vzMTZee6YVhTJD34JKthBrDoDTO0H1QKr/etS9N9LvHSc19ee2Fy77cCA+jyB4i2YxAhRPHH2dOG2F3fBmGTAb/9tATIzWbMnUak1fk52OPDssgrc88Zebev5dUvnYl5x1oC+zl+/rfbFPJ/TcOidy70fK81J9TtuSEoy4IrZZ2FW0ZklGeMzU+CSCmuVxbhoJSYeAbBZCLEcQB2ApQAghKgAcJuU8lYp5WkhxBoAuzzPedBzXyqAtzxJCSPcSYlnI/8rDI/eINe9LWJz0ANmDpQp2gLVBvCOzYIMM6YUZAw4Ti3SCjCeE9lQBrHB1KXQo8VZQTpO23u07eyC2f4z0ECJKB6ZUlJhTDJGuxkURXp96dprZqNorBnZqWP89ouB+m2ezyncirMsukXRi7MsAPTP16xVFvuEn5qRo1JFRYWsrq6OdjP8qm3pxOXrP4SjT9EqzRoNQNXUPMwqGssOPb6E/J8V6/GpxztmVWaTAVt1dirwviLDQUpMCOmPH+74DDU+Qok9iksJ0YeOJKvVilt+8zf0ddvh6LT5PGbJyoPS59C935hkxPM3n88ZE6EZNfE5nL6U5/WYNWri05/alk7c8pu/YdHsIm05+5Y9J/D8zedzDBAfdGM0WjMmqB+1c1dPDN6VaL969pmt6wbbUo8oEtQ4PNzcEfROBcFOw6fENNhshP5932B1KdhXElGiCqX/C3bHIX8/k7PIKBrULUXVz0qqwXbKCnVswLFEZDExEQPUaXSHmmwB11kPdeoy0UjyjsNbK8uGVOCKsUyh0IuXZ5dV+I09xhcRJapQ+79gavywT6VYM5QCq6HGMeM+8riwJgaoW+Vtrm7AygXlfrfDC2ZLPaJw847D1z4JHLPB/AyAsUyB6cXLPW/sxdprZuvGHuOLiBJVqP1fMFsxs0+lWBNM3PYXahwz7iOPMyZigDqNrtHqwEsf12nbf1ZOGofzSrO1rFyw0+2Iwsk7Dr1jdnZRBsrz04Oa5sZYplDoxUtdazeKxpqxVae4GuOLiBJVqP1fMIUq2adSrBlKgdVQ45hxH3lMTMQA7+lIam0Js8mAq88p8nmDcV9oigX947DR6sBzH9WGVHSQsUyh8Bcv2aljdNc3M76IKFENpf8brFYE+1SKRaHWOAk1jhn3kcelHBGgFvnb+eUp1LZ0QlF8d0IJdjrSUKYtEQ0Wf6EaiThkLI8uIx1j/YUaL4wvIoonI9mHhqP/Y5+amMJ9bo80jiViH7cLDSNFkTh6yo4DjTYcOdmBzdUNaOvq1S2cEuyWS9yaKW7ExFZNgQr3ABhypeGRiEPGctSNyHahwy0OFWzF61DjhfEV92KiD40n3C40okYsPsNRYM9f/zecHQbYp8aVYcdnNAo/RmIHDI4lYga3C40kvTf0ygXleOnjOqzevBtT+017D3Y6ErdmolD4K9wzfVUlvmjsGPIJZyTikLE8OviLsf59nJ5QBj6hxgvji4jiwXD6UH/0+r/hftBkn5pYwhGXgUQqEcKxRGzjUo4w0XtDr99xBFfPG68VTiEKN3+Fe5ptPaw0TCMiUHGowbDiNREluuH0oaFgf0uhiFRcqhifBDAxETb+3tBCsHAKRY5auMeb2WSAvdcZ0RMOjV7+YiyYPi7SAx8iolgznD40FOxvKRSRiksV45MAJibCxt8b2iDAwikUMf4K95Rkp0b0hEOj13CKQ0V64ENEFGsiVWCP/S2FItKFHxmfBLDGRNiob2jvtVIPXzUL84rHojibhVMoMvzt8wxgQHwyYUZDMZS9xFV6/STjkCh0UkpYrdZoN4OGYDh9aCjY31IoIhWXKsYnAUxMhE2k39BE/vgr3MP4pJEy1OJQ7CeJRobNZsMtG7YhLa842k2hIYhEgT32txSqSBZ+ZHwSEKXEhBAiG8AmAKUAjgFYKqVs0zluG4ALAXwkpVzkdf9EAC8DyAHwCYBlUsre8Lc8NKzkSrGM8UmxgHFINDzqbAlTiiXaTaEYx/6WYhnjk6JVY+JuANullOUAtnu+1/NTAMt07l8L4Akp5SQAbQCWh6WVRERERDFMnS3hciqDH0xERBSjopWYWAzgBc/XLwBYoneQlHI7gA7v+4QQAsACAK8O9nwiIiKi0Y6zJYiIKN5Fq8ZEvpSy0fN1E4D8EJ6bA6BdSun0fN8AoMjfwUKIFQBWAEBxcfyuvVQUiWOtdjTbHMjP4Lqr0SIe45OxmDiGEp+MD4qkeOxDKXHESnyyXyY9sRKf4cb4jx9hS0wIId4FUKDz0I+8v5FSSiGEDFc7pJQbAWwEgIqKirC9TjgpisS2/U0DKtUunFHAN1aci7f4ZCwmllDjk/FBkRZvfSgllliIT/bL5E8sxGe4Mf7jS9iWckgpL5ZSztS5vQGgWQhRCACef0+G8KNbAYwVQqhJlfEAToxs62PLsVa79oYCAEefgtWbd+NYqz3KLaNEw1ikQBgfRESxhf0yJTLGf3yJVo2JNwHc5Pn6JgBvBPtEKaUE8B6Aa4fy/HjUbHNobyiVo0/ByQ5HlFpEiYqxSIEwPoiIYgv7ZUpkjP/4Eq3ExCMALhFCHAFwsed7CCEqhBC/Ug8SQnwI4BUAVUKIBiHEZZ6H7gKwWghRA3fNieci2voIy88ww2zy/a8ymwzISzdHqUWUqBiLFAjjgyj+qNuNuq/70GjDfpkSGeM/vkQlMSGlbJVSVkkpyz1LPk577q+WUt7qdVyllDJXSpkipRwvpXzLc3+tlPJ8KeUkKeV1UsqeaPwekVKak4p1S+dqbyx1fVRpTmqUW0aJhrFIgTA+iOKP09GF5Rvfh81mi3ZTKAzYL1MiY/zHl2jtykEhMBgEFs4owNSVlTjZ4UBeOivKUnQwFikQxgdRfEoaY4HVakVGRgbcu7LTaMF+mRIZ4z++MDERJwwGgbLcNJTlpkW7KZTgGIsUCOODKHLUZRjD5exxz5p49c7FyMzMHIGWUSxhv0yJjPEfP6JVY4KIiIiIhsFms+GWDdvgciqDHzwIk5lTm4mIKHqYmCAiIiKKU6YUS7SbQERENGxMTBARERERERFR1DAxQURERERERERRw+KXRERERHHAu9ilEAJSyii3iIiIaGQwMeFFUSSOtdrRbHMgP4PbyVD8YQxTrGJsEg2fzWbDNT/ZjDHpOTAmGbDhW+dGu0kUY9jXUqxgLFKomJjwUBSJbfubsHrzbjj6FJhNBqxbOhcLZxTwTURxgTFMsYqxSTRyTCkWmFJSYTAaYLPZRvRnqzMyMjIyIATfm/GGfS3FCsYiDQVrTHgca7Vrbx4AcPQpWL15N4612qPcMqLgMIYpVjE2iUae09GFO37z0YhsFQq4kxINDQ24ft2fRjzhQZHBvpZiBWORhoKJCY9mm0N786gcfQpOdjii1CKi0DCGKVYxNonCI8k8cluFOnvciQ6RZIbVaoXVamUNizjDvpZiBWORhoKJCY/8DDPMJt8/h9lkQF66OUotIgoNY5hiFWOTKD4kmS1w9nThthd34cZf7ODMiTjDvpZiBWORhoKJCY/SnFSsWzpXexOpa6FKc1Kj3DKi4DCGKVYxNoniiyklFaaUtGg3g0LEvpZiBWORhiIqxS+FENkANgEoBXAMwFIpZZvOcdsAXAjgIynlIq/7fwPg6wCsnrtullLuHkpbvCvGTslPx7ZVlWiyOZCXzuqxFH2hVDQ2GAQWzijA1JWVONnBGKbwCzY+GZtE8YnFMMNrpHctYF9LkRQofhmLNBTR2pXjbgDbpZSPCCHu9nx/l85xPwVgAfCvOo/dKaV8dTiNYMVYimVDiU+DQaAsNw1lubzSReEVanwyNonij81mw4rnPsCm1VcgMzMz2s0ZVcI1BmVfS5EQTPwyFilU0VrKsRjAC56vXwCwRO8gKeV2AB3hagQrxlIsY3xSLGN8EiUGUwqnXocD+1CKZ4xfCodoJSbypZSNnq+bAOQP4Wf8WAixRwjxhBBizFAawYqxFMsYnxTLGJ9EkaUuq4g2tR3csWN42IdSPGP8UjiELTEhhHhXCLFP57bY+zjpPrOFenb7AYCpAM4DkA39ZSBqO1YIIaqFENUtLS0+j7FiLEUb45NiGeOTYl2gGI1n/T/8Sylx/Phx3LJhG1xOZZBnj1wb9HblsNlsuH7dn7hjRxDYh1IsG07/yfilcAhbYkJKebGUcqbO7Q0AzUKIQgDw/HsyxJ/dKN16ADwP4PwAx26UUlZIKStyc3N9HmPFWIo2xifFMsYnxbpAMRqv1CTE0sffxPHjx9He3o76+nrcsmEbDKbIDfqdji7c8ZuP4HIqAxIlXN4RHPahFMuG038yfikcolX88k0ANwF4xPPvG6E8WQhRKKVsFO4S0UsA7BtKI1gxlmIZ45NiGeOTKDxsNpuWhLjtxV1QnN3o6exEktkS8baor+ldBJNGBvtQimeMXwqHaCUmHgGwWQixHEAdgKUAIISoAHCblPJWz/cfwr1kI00I0QBguZTyLQD/LYTIBSAA7AZw21AbwoqxFMsYnxTLGJ9EI0ddOiGlhCnFApdTgSklFUqfMWLLNwLhLImRxz6U4hnjl0ZaVBITUspWAFU691cDuNXr+0o/z18QvtYRERERjRw16ZCRkQH3ZM+BbDYblj7+Jh5fek6EWxeYv1oT6vIOvd9psN/X+2cG+psQEVHiiNauHERERERh528XiVB3lwjmeCkl2tvb0d7e7nNs/4KR6s9SFMXneGEQWl2HWOHscdeacPa5YLVatZ1B1ERKfX299ju0tbVpv4ve7+v997jxFztw4y92hFREc6T+L4fyGkREFF7RWspBREREFHY2mw3XPLwJv/7uQmRmZmr3W61W/MuGbQPu9yeY461WK7697o8wpWXBaDRg4/L5yMzM1D7Me//7Lxu24WfLvorbf7UdprQsKH0OKC53QsLp6AIA9HXboTi7te9V0bjfYT2F5Rvfh9LngMFkhs1mg7OnGzc+9geYM3Og9DnQ22VH0pgUPHXzRbq/r/q38972NJQtUP39H4T6fxnMa7z2w+uH/bOIiCh4IpEywkKIFrhrWkTaOACnovC6oYqXdgKx39ZTUsqFoTzBT3zG4u8Zi20C2K5QhRSjYeg/Y/XvEox4bXs8tXuk+tBwiqe/J9s6suIhPoHY/1uyfcPjr33xEp/+xPrf3R+2O3i6MZpQiYloEUJUSykrot2OwcRLO4H4autwxOLvGYttAtiueBPPf5d4bXu8tjtWxdPfk21NTLH+t2T7hifW2zdU8fp7sd3DxxoTRERERERERBQ1TEwQERERERERUdQwMREZG6PdgCDFSzuB+GrrcMTi7xmLbQLYrngTz3+XeG17vLY7VsXT35NtTUyx/rdk+4Yn1ts3VPH6e7Hdw8QaE0REREREREQUNZwxQURERERERERRw8QEEREREREREUVNQiUmFi5cKAHwxlskbiFjfPIW4VtIGJ+8RfgWMsYobxG8hYzxyVsEbyFjfPIW4ZuuhEpMnDp1KtpNIPKL8UmxjPFJsY4xSrGM8UmxjPFJsSChEhNEREREREREFFuYmCAiIiIiIiKiqIlqYkIIsVAIcUgIUSOEuFvn8dVCiC+EEHuEENuFECVej90khDjiud0U2ZYTERERERER0UhIitYLCyGMADYAuARAA4BdQog3pZRfeB32GYAKKWWXEOLfADwK4HohRDaA+wFUwF1A4xPPc9si+1tQIlIUiWOtdjTbHMjPMKM0JxUGg4h2s4gAMD4p9jFGKZYxPomIgjPS/WXUEhMAzgdQI6WsBQAhxMsAFgPQEhNSyve8jv8YwI2ery8D8I6U8rTnue8AWAjg9xFoNyUIvTcbAGzb34TVm3fD0afAbDJg3dK5WDijgAMXCptgO35FkYxPCpuRGIAwRmmoIpEwYHwSEQXHX3956bR81Ld1DamvjmZiogjAca/vGwBcEOD45QD+J8Bzi/SeJIRYAWAFABQXFw+1rZRg/L3Zphema/cBgKNPwerNuzF1ZSXKctNCfh3GJw0mlIHysVY745PCYqQ+sDFGaSgilTBgfFIiYXzScOj1l2u3HUDnRRZZAAAgAElEQVSfS8Fdr+0ZUl8dF8UvhRA3wr1s46ehPldKuVFKWSGlrMjNzR35xtGo5G9w0mzr0e5TOfoUnOxwDOl1GJ80GH+xeKzVPuDYZpuD8UlhEUocBsIYpaEYqfgbDOOTEgnjk4ZDr79cNLtIS0oAoffV0UxMnAAwwev78Z77fAghLgbwIwBXSil7Qnku0VD5G5x09TphNvm+bcwmA/LSzZFsHiWQUAbK+RlmxieFxUh9YGOM0lCMdMLAH8YnEVFw9PpLowHD6qujmZjYBaBcCDFRCJEM4AYAb3ofIIQ4B8AzcCclTno99BaAS4UQWUKILACXeu4jGhH+BifF2alYt3Su9pg6RUmtP0E00kIZKJfmMD4pPEbqAxtjlIYiUgkDxicRUXD0+svzSrKH1VdHrcaElNIphLgd7oSCEcCvpZT7hRAPAqiWUr4J99KNNACvCCEAoF5KeaWU8rQQYg3cyQ0AeFAthEk0EtQ3W//1rBPHpWLiuFRMXVmJkx0O5KWzYjeFl79Y1BsoGwwCC2cUMD5pxIUSh4EwRmkoRir+BsP4JCIKjl5/WZxlGVZfLaSUYW527KioqJDV1dXRbgbFCbUC+BAHJyGPYhif5M8wY9GfkH4A45PCFIf+sA8lHxGOv8EwPimWMT4paoLsq3VjNJq7chDFNINBoCw3bUiVuIlGEmORYgHjkKKJ8UdEFPuG01fHxa4cRERERERERDQ6MTFBRERERERERFHDxAQRERERERERRQ0TE0REREREREQUNUxMEBEREREREVHUMDFBRERERERERFHDxAQRERERERERRQ0TE0REREREREQUNUxMEBEREREREVHUMDFBREREREQRI6VEW1sbpJTRbgoRxYioJiaEEAuFEIeEEDVCiLt1Hp8vhPhUCOEUQlzb7zGXEGK35/Zm5FpNRERERERD1d7ejhsefwPt7e3RbgoRxYikaL2wEMIIYAOASwA0ANglhHhTSvmF12H1AG4G8H2dH9EtpZwb9oYSEREREdGIMqWkRbsJRBRDopaYAHA+gBopZS0ACCFeBrAYgJaYkFIe8zymRKOBRERERERERBRe0VzKUQTguNf3DZ77gmUWQlQLIT4WQiwZ2aYREREREdFIUmtLcAkHEfUXzRkTw1UipTwhhCgDsEMIsVdK+WX/g4QQKwCsAIDi4uJIt5EoIMYnxTLGJ8U6xijFMsbnQO3t7Vj2ix3o6+6EMJmj3ZyExvikWBPNGRMnAEzw+n68576gSClPeP6tBfA+gHP8HLdRSlkhpazIzc0demuJwoDxSbGM8UmxjjFKsYzxqS85JQ0mc2q0m5HwGJ8Ua6KZmNgFoFwIMVEIkQzgBgBB7a4hhMgSQozxfD0OwNfgVZuCiIiIiIiIiOJD1BITUkongNsBvAXgAIDNUsr9QogHhRBXAoAQ4jwhRAOA6wA8I4TY73n6NADVQojPAbwH4JF+u3kQERERERERURyIao0JKeVWAFv73Xef19e74F7i0f95fwEwK+wNJCIiIiIiIqKwiufil0REREREFKfUXToAYOzYsRBCRLlFRBQtTEwQEREREVFESSlRX1+Pe7a6N9V76d8WICsrK8qtIqJoiWbxSyIiIiIiSkBOhx2rXvgAhuQUJKekRbs5RBRlTEwQEREREVHEJXHbUCLyYGKCiIiIiIiIiKKGiQkiIiIiIiIiihomJoiIiIiIiIgoapiYICIiIiIiIqKoYWKCiIiIiIiIiKKGiQkiIiIiIiIiihomJoiIiIiIiIgoapiYICIiIiIiIqKoiWpiQgixUAhxSAhRI4S4W+fx+UKIT4UQTiHEtf0eu0kIccRzuylyrSYiIiIiIiKikRK1xIQQwghgA4B/BDAdwDeFENP7HVYP4GYAv+v33GwA9wO4AMD5AO4XQmSFu81ERERERERENLKiOWPifAA1UspaKWUvgJcBLPY+QEp5TEq5B4DS77mXAXhHSnlaStkG4B0ACyPRaCIiIiIiIiIaOUlRfO0iAMe9vm+AewbEUJ9bNELtoghQFIljrXY02xzIzzCjNCcVBoOIdrOIRgTjmyKBcUaxhPFIRBTbYr2fjmZiIiKEECsArACA4uLiKLeGAPebYtv+JqzevBuOPgVmkwHrls7FwhkFMfXmiATG5+gzmuKb8Rm7RlOcDQdjNDYwHvUxPimWMT4TSzz009FcynECwASv78d77hvR50opN0opK6SUFbm5uUNqKI2sY6127U1RmGnG8ovKcLDJhr0nrFAUGe3mRRTjc3RRFIm9J9pxsMmGWyvLUJhphqNPwerNu3Gs1R7t5oWM8Rm7vPtRAD5xpigStS2d2PnlKdS2dI7qfpUxGhv6x2OWJRkHm2x4//DJUR+DgTA+KZYxPhODOiZ4//BJHGqyIcuSDAAxOT6N5oyJXQDKhRAT4U4q3ADgW0E+9y0AD3sVvLwUwA9GvokUDs02h5aUWHZhCdbvOAJHn4KNH9TGXOaOKFh6meiVC8rx0sd1aLQ6cLLDgbLctGg3k0YJtR/15uhTcNreg4NNHTF9RYRGH+947H9uZwwSEUXHYGNTR58SU+PTqM2YkFI6AdwOd5LhAIDNUsr9QogHhRBXAoAQ4jwhRAOA6wA8I4TY73nuaQBr4E5u7ALwoOc+igP5GWaYTQZcPW+8NnABIpu5S6QrihQZelew1+84gqvnjYfZZEBeuhkAY4+Gpn/cFGa6+1FvZpMBJqPB70wKonBRz+sAonJuZ79KRDRQoLEpAG18Git9aFRrTEgptwLY2u+++7y+3gX3Mg295/4awK/D2kAKi9KcVKxbOhcHm2y6V/zCnbmLhzVWFH/8XcE2GoB1S+eiNCeVsUdD4i9unv7WObj9d5/53NfV64pKv0qJTT2vr968G0IgojHIfpWISJ+/sakQ0PrK4ixLzPSh0awxQQnKYBBYOKMAF0/L173ip15ZDpdAa7OJhiovXf8KdtXUPK1zZ+xRsLyvXuw90a4bNxNz0rB1ZSVeXnEBtq6sxMIZBT5XrlWR6Fcp8XjH6LFWOy6dlo+tKytRWT4uojHIfpWISJ+/McHXy8dp44b6tq6Y6UOZmKCoOdnhwKqqcu0No2boSnNSw/q6/rKHJzscYX1dGr0UReJoa6duPM8qGqtlnBl7FAz1CvDl6z/EN5/9K7YfPKkbNy2d7ivQF5aNQ1luGgwGoV25jnS/Somlf4xevv5DvH2gGaU5qTivJDuiMch+lYhIn96YYFVVOayOPm2r0FjqQ0f9dqEUm4612nH77z5DliUZyy8qgxCAQQDTC9PDPm1IzR56vwl5RZGGI9h4ZuxRMPpfAVYkgo4bdUba1JWVONnhQF567O1TTvHP3yyFqSsrUZabFtEYZL8aP6SUaG9vj3YziBKGwSAwvTAdK+aXQZGAlMCLO+vQ1tWLrZ7+Opb6UCYmaMQoisSxVjuabQ7kZwQeiDTbHMiyJOPqeeMhPIe8Ut2Ar56dg9Jx4V0H7b0W1nstFa8ojj6hxORwXqOlowe3VpYBAF77pAGNVneWuX88M/YSV6j9o/cA4bVPGrByQbnPLgdrr5mN4iyL7vMNBoGy3DTWlKBh8xe3/XfhUM/lLZ092jGRikH2q/Gjvb0dy5/eirTCidFuClFUjOS4NNif1Wh1YP32mgH3q3V/YqkPDSoxIYQoAlDifbyU8oNwNYriz2DFp/q/eQoyzPj2V0rw5PYzA+1VVeUoyAh/do5XFBNDoJgEMCInhkDbMLV19Q7INjP2ElOoxfn6X71otDqw42ATfnnjufi0vg0uBVj3ziGYjAYW+KOw8Re30wvTYRACZpMBWZZkn61Bf/Vh5Lf9Zr8aX0wpTBhRYhpOod7+n6OKsyx4+0BzUD9rsBkRsdSHDpqYEEKsBXA9gC8AuDx3SwBMTJAm0LTO0pzUAW/EX91UoSUl1OOf3H4EXzs7B4oiw/5m4BXF+DHU7LK/mJxyRyUONXeMSPVhf9swrZhfhqkFGbrZZsZe4lBjt6WjJ+C09/6Ksyx4aMlM3PP6Pi1Gv/uNctz22098BhaBfgbRcPnrQ1fML8Mr1Q1YVVWO7j6X7tagU+6oxNl5kYtL9qtEFOsGWwLnj15CY+OyiqB/VjAzIvz1oZGYeewtmBkTSwBMkVL2hK0VFHXDDbzBCqes3rzbZ+nG39u6dY9/9+BJNLQ7eBWQAIQ+E8c7bv3FZP3poZ0YvNukvmZ3n/7WjOdMGIuvT85jDCcY79gozDTji0Z3AuzWyrKQtk+sb+vCUzuOaPVKzEkGtNp7uQ0oDclQz+9qH+q9VAMALMlGNFodeHFnHf794nLduDzQZMPEcZy1QEQEnOmHh3Ierz9tx8Emm8+S4eq600H/rKHOiIjGVszBJCZqAZgAMDExSo1E4AWaJqTWk7j5q6V44t3DcPQpWFU1Sfd4l8KrgHRGqDNxvOPWX0xakpMGdOZZlmS0dPQMOnDv/17xF8clnEaccPrHxsqqSdj4Qa0WG3pxkmIyYueXp3STanWt3djwXg0KM81YdmEJjp/uipniVBQ/hnN+z88woyQnBddXFPvUN1mzeCZmF2Vgzwkbjrd168bl4eYOTC/M4HmciBKe2g8farIFfR5XExmt9h4cP92tjSfUJcMSMqQxwVBmlQ11hsdwBLNdaBeA3UKIZ4QQ69VbWFpDUTESe4AH2qIu31NP4ol3DyPLkozvfmMSjAYDnrh+LkpyUrTjVy4oxx8+beA2X6QJNBNnsLj1F5P5GWN89nQuzHTH503P/03b9m7b/iY4nQpqWzqx88tTqG3p1E4S3q+52TOdmVszkt5OGurXavFK7zh5aMlMrHz5M5+YUxQJRZGwJBuxsmoSbl8wCd/+inv9/ubqgT+DsUaDGc75vTQnFWsWz/JZqpFlScbxti6smH827rxsMj7+sgUPLZnlE5crF5TjleoGnseJiHCmHw72PO69HfP7h07hh3/cO2DJsMkgsPaa2drPKslJwcZlFWi2ObQx63BFYxvRYGZMvOm50SgVKPCCzYgFmiZUmpOK0pzUAUWyzCYDfnzVLLR2OGB1uPDSx3VotDp4FZA0g83ECRS3/mISgM9au+sqxg+od7J22wH0uRTc9doen6uMuenJPq+pTmd+4ZbzISFZdC2B6cWjGruNVgde+rgOK+aX4ZwJY5GdmoyVL3+GutZuAGc+LE5fVakt/1Dj7t5F05FlSdZ+hrq8o3LSOJxXms1Yo4CGc343GARMRuGz+0b/c/hDS2aiomSsz1Z0/or/EhElIrUfDvY87p1QFgK6ffhZWRYsnF6AWUWZOG3vwYl2B1a8VD2iSy6isY1owMSEEMII4GYp5TfC1gKKumADT1Ekjp6yo+60HanJScjPGIPibPcHPe/1q+eX5vi8EQwGgbz0MfjR5dPw/Vc/9/kA+KM/7sXGZRUD3ky8CkjA4AV7gpke33/qmqJITMlPx7PfPhdjkow41ene6tN7m89Fs4u0pARw5oPj5hUXYmXVJKiJ6Nc+aUBbVy9y08dwynKC69+PvvaJezaNmvRq6+r1xGMqmqw9uGJOkXZco9U9aDnR3j3g6vaaLV/gsWvn4GBzB177pAEb3quB2WTA1ecUMSlBgwrm/K5X7b2+rQvNNgfSzUlanzclPx139juH3/P6Pvz5jkpMLciIia3miIiirX+fmpfuXha3aHaRVqvnT5+fwCXT8vDXo62D1kjT68OnFWQgKcmgjT1vfO5vAZdcDKXWUDS2EQ2YmJBSuoQQihAiU0ppDVsrKKqCCTy9daqrqsox/ax02HuUgOtXFUXiRHs3alo6dbN+JqPAn++oRP1pOyyehAcRMPhMnP5xq06Pr2vt9huL2/Y3Ye22AwPWTavbfDZaHTAa9DPU9W2+6/xWVZVj4rhUtNrdJXg4WyJx9Y/Htq5elOenYcvtF+FgcwcON3fgN/93FM22Qp9tkr23l23wUxT4YHMHfvVhLVYuKMem6nqsvmQKirMsUfpNKZ4Mdn7XO7c/tGQmntpxBL1OiVu+Vqr1eSurJvmdfRGosFqkq7oTEUWLXp/6zLJ5uGNBuc9OWw8unok1W/ajus4asEaauhTUe7y6bulcTBx35jOav5lxdTrFuEOZURGNbUSDWcrRCWCvEOIdANqiRCnlyuG+uBBiIYAnARgB/EpK+Ui/x8cAeBHAuQBaAVwvpTwmhCgFcADAIc+hH0spbxtuexJVMIGnt071ye1H8Ni1cwbMguifpTvWasd/vrYHt1aW+b1yc7S1E3sarFAkYBTArPGZWDAln4MX8luwp3/cppiMutPj+8fi6s27sfyisgFb3K337ILw3Ee1OK8k229Bt/7vgVVV5bjtt5+GtGMIjT7++tFjrXZ8/xV3H/ndb0wasGxI3V7W7Jm9oxd3Up459pll5+JQow07a1vxlbIcJCUFUyqKEtVg53e9c/s9r+/D8ovc1d/XvXPYp26KfkFh44B+WlEkals60WxzwOmSuOeNvX4TxkREo4Ven/pJXbtPMWxHn4L73nD3s9V11gHjVe+EcqPVgU3V9di4rAImoxgwnnTXpUrS7Zs/O96O9dtrBhTjDqWIZaS3Yg4mMfEHz21EeZaJbABwCYAGALuEEG9KKb/wOmw5gDYp5SQhxA0A1gK43vPYl1LKuSPdrkQ1WOD5y8bZe5w+24AC7qnJ3utX1ef6y/olGYEjzZ0DrkRPyk1D6ThOjyf/vON255entKSEytGn4LRnNkOzzQGDEMiyJPtdsze7KANbV1aiOMuiMxtjFh5/+9CA59h7XdrXwe4YQqOTXj/q3Xf2jzt1G8ZJuWkwGQU27zo+oI9UZ1QA6gCnDeu3u5dzrL1mNq6YfRZjigIKdH7XO7dnWZIxtSAdXT1On2VueufwlQvK0WrvQW1LpzZY1rti6D0jjTtvEdFopdenehfDBs6c+4uzUnD7gklaHztYjTTvZIR34vfJ7YcG9M2rqsrx4s463dcHYne78UETE1LKF8L02ucDqJFS1gKAEOJlAIsBeCcmFgP4L8/XrwJ4WgjBEVgU+FunmpWWjG9/pcRnavKqqnIUZLjXryqKhNPl3tLGu+iL0QBUTc3DrKKx2HXs9ICriE9uP4J5xVlMTFDQ9GK0JCcFJ9od2to7NT6F0L/yV56frnXS6kmh2eZAn0viYKMVbV29Pq+pXs1WqR09gIhvsUSxqX9cql/rFRK8f9EMvHeoEZtWXIjT9l58drxd+zCnPtflCVlHn7s466yiTMYUDVn/+FR3KVJrSfRPKmyqrsej187B4eYOSAlsqq7HotlF+H///ZmWfNW7YqjOSNvwXk3MDoiJiIZLbyxqFIHP/eoyTe/aP/4Syv4Sv9v2NWqfry46exxWbdqtjR0A/TFvLBYoHnQOqBDiqBCitv9tBF67CMBxr+8bPPfpHiOldAKwAsjxPDZRCPGZEOJ/hRCVAdq/QghRLYSobmlpGYFmJya9rRd/+I9TMTbFpJtUaOnowY6Dzdjb0I573tirbY/TaHXguY9qMTEnFTMKM2EwCNh7nbqZvK5eZ8R/z0hjfI4cvRhds3jWgCKWT24/gkm5abh30XTdLZvUTPRfj7YCAPLSzVjxUjWe/0vdgG2eVl8yGX/4tEFrQzA7hsQTxmfo1PhRt5lVZ9+YTQa89kkDVl8y2V28ct74AcuJHtiyH7d87WzMKhqLr0/Ow9SCDC0Z5r2lsioeY2qkMUaHp3+/qbdL0fodR3D1vPEwmwy4Y0E5Hn/7IJ7eUYPnPqrF9RXF2jbf6jak/vo/9bKS2WRAQYZ5wHbMoxHjk2IZ43Pk6Y1FZ43P1O7TO/ev33EEaxbPCqqopL/Eb+XkPGx4rwbrt9fA3uv0uZCmFuPuP+Y1CMRcHxzMUo4Kr6/NAK4DkB2e5gStEUCxlLJVCHEugNeFEDOklLb+B0opNwLYCAAVFRWx8VePQwaDwMVT8vDb5RegyepAQeYYtHb24qOaU7oDkA9rTmnrmupau322x5ESaOlw4O0DzVg4owAl2am6mTx1x4/RjPE5cvSmvvkbIDucCnr7XHj+5vNg73ViTJIRWRYTentdeOtgs882oY9dOweOvoHbPE3NT4eERHKSe7QdzI4hsZidDoTxGRrvKxlZlmRcV+FepjEhOwUvf+dCNHU4kJachP+8bArGpY/RjU1rd582XdN71g4A3P2HPQOugMRbTI00xmho9GrfePeb3b0u3bicXpiOTd+5EJM9658brQ4cbOrwmdGjJsr8zbCUnhoVT3/rnCEVYotHjE+KZYxPfXr9JICg6oZ5j0WbbQ5Yko3odSnITRuDLbdfhANNHbp9bGdPH46esmPiuMD1yIJJ/OakJuPhq2bhh3/cC0ffmWLcf76jEi2dDuSmuWv7LXzyw5jrg4NZytHa766fCSE+AXDfMF/7BIAJXt+P99ynd0yDECIJQCaAVimlBNDjad8nQogvAUwGUD3MNpEX7zdmQYYZn9S3+VSUvXfRdEwvzNAdgCQb3Vk5tVhWo9WBDe/VaI8vv6gM6zxT2yeO068a7l1xligYelPf/BWxVNfp37toOvqcLvQ6FXzZYkdjezeyLMnaFo5HTnZoP0ONYzWGt+w5gcevm4tTnT0ozEzBjMIMvzuGcPu80e/oKTvWbjuAVVXlyEgxYc2WL3z6yw5HH7p7XSjPT0NmSrJubKrL4ADfeHY6Fay+ZIpP0owxRaHw3pVo0ewiGA3AeSXZuKDUfa3JaBAQQugv20xNxpo/78fS80pw3xv7cGulu1CwXvJVr/9be81sFI0145p5RZAS+KenPuRSNyKKOXpLJZ7+1jnodcqgk6nqOPBgUwfu/sMerb/9SlkOTrR16fax+//egdWbP8e6pXNx6bR81Ld1odXeAwGB0/Ye5Ge4x5iDJX4fWjITd7z8GXqdEivml2FyfjqmFWRoCY+z89JQ29KJ23/3WUz2wYMmJoQQ87y+NcA9gyKYmRaD2QWgXAgxEe4ExA0AvtXvmDcB3ARgJ4BrAeyQUkohRO7/Z+/M46Oqr/7/vrNlZpLJNpAQExIISUhIAogB0QoqQYo0iGyitmotlMc+0qRaW1xBwI268INibanWVmorWheEUkRBiz7iEpAtEiAEEhLJQvbMklnu/f0xuZeZzCSAoEC479eLF5M72yWce77nnu85nwM0do4zTQXSgbPRXqLSSdcLM5Si65L1X7OgIItFN2Sz8N2SgB7+iDAdCVHGbsWyVn9WgdMtKjuBfS0G1swdjd3lVScYqJwxclKtxeFi8ZQcFqzdG2CfsiCQbMdzx6Zi0mt56j+lNNldAT3VrxdX8diNuTz8zp6gfr5Zecn85KXPQy5U3/eIJZVzzzctdmblJeNwe4PK4Zes/1qZ+rJwcjZb9x/lsRtzApK9Cydn02jvQBSlIFvR6TRMHnoJuYlRp2xT6mQYFX/kxFnXUcmLp+Tw/IcHmXlZf97YHizAuqBgCA+8tZu5Ywfx/IcHexSzlm2sJ/+37VDoSktVd+LiRpIkmpubiY6ORpWTUzlXhGqV2F3VcspTLURRorLRRnWzA7vLwwPXZ/Hkf/ZR0eAbN//AxEzuGZ/Bsg8OhLwvuvf1nay6LY9H1u4J8tWP3ZjDDbmXdJv4nTAkLmA6nbwBt6FwTMDa31O78bn2waeSYHjW77EHOAzcdKZfLEmSRxCEecB7+MaF/kWSpBJBEBYDxZIkvQu8BKwWBKEMaMSXvAAYCywWBMENiMBdkiQ1nuk5qZzg8HGbUo48bUQSiVEmfjU+HY9XwunxGfOb26swGXTYnG7mjk1FlHxtGq9sq6DJ7lKErtYUV/LqnMs5VNeOyaCjutkO+DJ7bq/EpBWBpUSXD7SqwbPKt8Z/V/DXEzJptnWw/OZL8XhFRAkqG20Br3e6RXQaDcs3nxBn8xdqa7K7GGg1s2buaDaX1uEVYfVnFSH7BP0Xqu97xJLKuSdMq2VNcSX3TchkzphUIsK0AT4zIkyL0y3yx/+WMXfsIH7faWdaDQxNiubVbUfYdriRDd3sWpyOTYXa9TlfSjVVvn9EUWLfsVYKhiYqfksWujTrtdw3IZNIo45XP68Mar20GHW4PBJL1n/N0zOGsb+2jTe3VymvG5JgISshMiD50JOtdrfjd7G3JV3suB3t/HzVFt747TRiYmLO9emoXKScylQNCH0jL4oSW/bXcrC2PWAogP9m15MbSynKT6coP53B8Rbq2zo43jk9Tp7WcazFwX0TMnlmU2lAjPnwO3sZYA3vdjO3u+l0Xc/zfPbBp5KYmC1PzpDprHI4YyRJ2gBs6HJsgd9jJz5Ni67vexN482ycg0og8g7bwbo2YswGRTk2xuybvrGyU1Fb3kWxOd1EmcN4eO3XQZ8lTz64f2IWNS0dLOhSVTGwTziPrN1zXpYSqVwYhNoRPtJwYlfwt//apdiu/yIhl9X/7VNfEm1An/CAHj35sfzaPhYDkuQTNZJ79kxdnLr8vtrWc59xVjn7dFd94H/c5fEyKy+Z3/jZnb/PXDg5m/kTBxNrNvBNiwOXRwpqcfvwwPGzsmsRatdH9a8XH7J91rd1UNVkR6tBSUrck5+GW4L7/CZw3HtdBi//35EAu5w7NpVpI5J4/sMy9te28eLH5YoP/ecXlUwYculp2ZTa6qbSHTqT6ptUzi0nm6ohY9Rr6BthVHys3HYRqrqi61QirQAeEf73HztOxAcFQ9AKsGDd1yETGvJnlde389s394TczD3VhMP57INPOpUD35jOUzmmcoHj8Yh8UnacDXuOEWnUceeVKTg9XuaMSeXBSVm89mVlwIW2eP3XpFgjAImi/DQSok4YvlGvYeSAGP5650gy4iP49RuBAfLyzQeJDTd0m9lTUTkZ8o7wpBUfc8ufP2fSio/ZWFJDRYONmZf1VxJqD0zKwuH22XFClFEpq7e7vNx+RQoPTMzkm2Z7wOjPFKuJHwyy8iF7FgAAACAASURBVOzMYQzqG87BOp9I0NPv7Wfu2FRW3nopV6RaFYVjGaNeg9mgPQe/DZXvku5szeMR2VhSw51//YLtFU0IgqDsRk8b4ZtuEGM2cPe1acwZk0pNi4NBfSM42uzgnZ3V3DY6RfGb/smws7Fr0Vsmw6h8e+Q1/Z2d1dS0ODDptQxNjMKo1/CLq1NJiDZT2+oM8I3PvX+AhyZlkRBlVALjN4qrFNuUpBOtSRpg4eRsbE7vaam6y60eGwrH8Nrcy9lQOEat5FFRUTkvCDVVIyshUpmoJR8ryk9HI6DEAF8ebmJPVTP9Y8zK2psQZVTW/8x+FsWvZidGhZjK9TUWk4EYs0E5Jk9EkjHqNcRHGRV/LU9C6uncQyUczmcf3G3FhCAImUA2ECUIwjS/pyLxTedQ6UWIosS/9x5ThNXyUqKYNTKF5z4IFLtc80Ulu6t9w098YoAOKpscrNtVzS/HpfHaF5UcqGvn3usyuP/NPTTZXTwxNVcRE5RxukVsHZ7ztpRI5fzHf0dYLn8rr2/nqjQriTEmMuIimDXKVzURKvssSvDal5U8NiWXFqeblbdcyorNB0mxmrhrbBp3/vXLgAof2Yblnr0/335ZSP0Ut1c8+cmrXFDItpYRF8GcsYNwdHgQJYmva1p456tKHinIpryujRbHidHHFqM2pAjm4huyiQzTcv/ELF765JCyE23Ua9AIsHT60LOya3E+l2qqfPd0XdNX3nIpf/n0MHOuSuXB6zMxGXT8fHVxyCqyIw027hmfTpTZwPNbDtJkd5EZb+GBiZn8cauvgDbGbCDcqOd/X90RsON2qsGt2uqmoqJyPhJKI6fB1sGidV8HtLi9sq2CzH4Wlm7cx/0Ts9BowNbhpa7V6RMM9qs69680t4brON7uCrlxcKi+nQcmZXGgtg3wtcx3zhLorKrI5vebD3Db6BQllvWvsDwdfbPz1Qf3VDExGCgAooHJfn9GAD//7k9N5UwQRem0ZoQfPm5TAhiAy1P78kinYCCc2CG565oTlRFGvYaKRgcvfuybZf6nrYe457oMHrw+k5f/74gy1eDBt/cwMy8p4PvkcaCnktlTUQlFg62D2Velcu91GSwoGML63dVsP9KIwy0SY9ZTOD5DuSGEwOyzUa/BqNMwKy+Zn68uZt4/vmLeP7/ilstTeHDSEBatLwmq8PHPWjvdIgadT09g9lWpzBuXxuyrUllTXElseNg5+X2onF38fWh9WwdXDIzlllEp/PZfu5j/1h627q/B45X48eiBON1eUvtG0GLvoDA/jfuvH4w1PAyH2xtkgwveLaHF6eWe13cydUR/LEatcmNo0mtJjDaelV2LU905UemdHGk4saYnRBkRBPj1hMH0jQijvzU85PouV5FlJlh4/qMy3B6RGZcl8cDETJ7eVKpopQDMzEsKsu2uu3cqKioqFyLyTfvo1D6k9o3AGh5Gk93FWzuqkCRfq/pNeUnEmg3cOiqFpzbuwyvC8s0HGNg3gqL8dGbmBeuQLV7/NQa9nha7K2TFbWrfCH77r12s3FLGix+Xc+cPBnBNRl+W3zycP912GZtKjlFc0RIQy3bdbOh67udDFcTp0G3FhCRJa4G1giBcIUnStu/xnFTOkFMRPevaL/1Niz2g9Ci1j1kRvpT77t/cXkVpTSvTRiTx0iflASqycv/UV0eb8YoEVUekx0Uou3f+40AH9glXJxeonDaiKNHQ7kKrAZdXpLSmlaL8NLyiwP1v7eb+iVnsq2kNqKaQ7dhq1lM4Lh1BIGhywqJ1JTw9Y1jITLa/SLhRryHeEsb8iVnnZY+eypkRyocumZLDys6JBHde0Z9LU6x8frgxQLvkqWm5tHV4sYaHUdVkx2zQdmtL8s3gS3fkMe/aNNZ8Uck1mXG0Oj2U17efsS9UJ8NcXHRd0xtsHYr/++mVA/jde6XcOiqFZR8c4DcTBis7f+Bb2+UqsuWbD1KUn07B0ESONNjQagSMOg0VDQ6WfXCAp2cMo6yujRRr+Hmr6q6ioqLybehOS2qANZyVt14aJGo5ON6CXitw34RMdBqBu68ehEmvoa8ljHiLkTfMVUH3Q19VNpF7SVTQZI4lU3JYunFfQEz63PsHmDs2VanULRyXTmltO8danGg1KDFnb5rAdSrilw2CIGwG4iVJyhEEYShwgyRJj33H56byLTmZ6JmsGru7qgVR8om6ZMRbSLGacHkkbhudQkN7R5BgYFF+OgDWcAO/mzGMJzfsCxBk0WrAK6KUHckY9RqqmhyK+nxeSixXpp4QawlVStSbLjKVs4vHI7KvplXRgwB4Z2c190/M4qnOSRz7aloRJZ9WRPC4pVy2Hqgmt390yMDa7grdYiSbn5yASI4NJzn22yfWVBs/fwnlQx9Zu5ffzRhGfauzc2RnR0BiS2716SqymmI1BWjp+GuZON0iB2raePXzyiB/ezYmaJyvpZoqZ5dQibRnZw5j/sTBxFnCqGy0M/Oy/iz74AAZcRFEmfU8vWl/QAvamuJKRT/C5vKi1UCyNZzf/msXT88YBviek8Uv/9+s4WfUKqT6PxUVlfOJk23qDrRGMO8fXwWs+VXNDp5735dceHXOSJrsAnNXbw+4b3pl2wnxSqNeg1eEPd+0YNJrlQSxRgCDTgipuyf6xQvyJvBLn5QzNr0vw5OiAXrVBK5TEb/8M/AA4AaQJGk3J8Z2qpyHnEz0rLLRxsHadlZtLWflljL+tLWcJruL300fxuM35rBiy0FcXiloN3n55oMAVDQ6KKtrC8gCGvUahidFs353NZn9IjHqNSREGSnMT+OxG3MQJYm3dlSxYnMZc1cXU9lk7/b8uxOaO1VhLZXeiShKVDS0s6HkGKU1bdzz+k7eKK5CI8CvxmcQbdZx99WDKKtrQ5Rg3a5q5k/MCiqle/idPfx87CAy+1lCltI12lwUjksPKIFfOm0o1+fE88efjGDN3CuYkBWPRiN865I51cbPb0L50BizAaNOQ3S4nk8OHcfW4Ql4jSx22bU8fv7ErABbKhyXzls7qpSfB/aNYMXNw4Peq5bFq5wqXRNpMWYDDe0dONxeDjf41trkWJ8g25yxg3j4ncA2jhVbDjJ/YhZv7ahSkrDDkqIxaGDOmFTCDVpFtC0j3sKcMakcOW7juZnDvlWrkOr/Lj4kSaKpqYnm5uZzfSoqKiHpblNXXocb7R1K6+68cWn84upU2js8zBmTyuIpQ9BqNCx8N7gNWG5ll9f/9bur8YrgcHt5/kNfy0a/SCN9IsJCxqT+m3DyJnDhuHR+/cZONu2r5fDxns/7QuNUKibMkiR9IQgBAbfnOzoflbPAyUTPals7eO1LX298mE7D4H4WGm0u7nj5C341Pp3ZV6XSNyKMOWNSlRJP8Bl7fKSR1zYfYEFBdkBrxpIpOVhMWuZdm86xZgcPXp+JVqsJEH3zFx7sqdxTHXPXe/m2u2RyICuKEmV1vqSaLG4p21iK1cSjN+QQbtRztNHO3VcPwu7yhEzS1bd30OH28PjUXB7qHP9p1Gt4fGouda1OBvU188efXMaOyia8Ijz3wX5uHpnMK9t840XPNBut2vj5TVcfmhBl5PYrUjhyvB2vBGt3VnPfhEwK89MQJdi6v47kGFNIWyura2fu2FQG9Y0g0qTj0XdLONbiVHziwnf3snBytloWr/KtEEWJ+rYO5oxJBXxtGb+4OhWtVqOMrDPqNay67TKfvYpSyLW9rK4dg05g2U3DcXlFKhttJEabWbmlTKn+iTUbqGiw8eb2KkXYemPRGGpaT69iTPV/Fx/Nzc3c9sIW3I52PF4vqhKTyvlGT5u6A6zhfNPs5KVPTvjURTdks3ZnNS6PRGF+OhUNgS3xcgvxyJQYFhZkYbUYqWm2K8LXhfkZ/OWOPCoabLQ43Dz49p4gQfVHCoawckuZcj4pVhMjU2L56mgzk4clsnTjvl4XP5xKYuK4IAiDAAlAEIQZwLHv9KxUzoiTzad1eb0B5e2F+Wms2lpOjNmAxajn/31wULnRe6RgCGV17bi8Iut2VWM2aPnV+Az+vu0Ic8emkhxjpqbVicWoY+l/SimuaFEuplVbDwXtysglSD2Ve/bkHC7Ei0zFx6lon3SHHMgumpyNKPl2BO+6Ji1gKsesvGR+8fftiu0uKMimye6iKD+N14urAkrp+kUaqWq2s2LzAaXFaHhSNH0selZsPsBT04YqUzlklm8+MYf6TINo1cbPP/yTZpdEG3nhJ5fxVWUTogSRYVpe/aKSRydn8+i6EmblJfMbv2kvCwuyaXG4QiaEB/ez4PaIaDUCOo3A/4xN5ZuWDiQJJVEbHqZTJ2ionDahfOqjk7NJiDbyP53lxODzl6U1bUqiItTaPiI5moQoI/f4fdaCgiEkRBk51uJkyfqvlfVb3mR48O09bCgcw+jUPqd13qr/uzgxmCJAkvC0t5zrU1FRCaKnTV1/MWHw+auF75Yw79o0oox6RZ/MfxrHmuJKCoYm8mVFE8P7R/OHDw8q90gLJ2fzzHv7OVDXzpIpOaRaDLg8Eqs/qwiY/BFp1NFkdwG+pMTd16QHTFMqHJdOlEnfq+KHU0lM3A2sAjIFQagGDgM//k7PSuWMkEXPBv9yDJWNNswGHfGRvvy0KEqY9LqA8naxs6909lUDlN3nhCgjt45KCQp4Xvz4EJNyL+HmUcns+aaVo012wg1avml2UFzhW2zkEmb5Jk5GLkE6WbmnOuaud3Imu2S1rU5izAb6RRuJMuvRCEmU+olbPjApSxkLKicp7v7HjoAAWx5lu3ByNhUN7TTY3Lg8kmKjRr2GZ2YM4+5r09FqhG5FC+XHZxJEqzZ+fuF/gxdjNvCLq1M5bnMpGjwpfcL56ZUDqW/roGBoYoD/jDEbONbqoH+MmWU3DeepjfuoaHBg1Gt4YGImFQ02pQdVTtr671bLQqo9JZNVVEIRyqc+uq6ERTcE7qD9+PJkxQZl/+hva4/dmIs5TBM0qWOx3zou+z//TYbnPyz7Vn5Q9X8qKirnGz1t6n5+uCFkTJhiNWPSa5l3bRog8diNuVQ22thSWsPcsYMCqsYfKRhCdXMHx1qcLFpXwu9mDONAbRtVTXaiTHoWTB7CCx+WBcSk865NUxIVGfEWJc6Vv3/FloO8nj6aVbflUVzRGNDGfKHGDydNTEiSVA6MFwQhHJ8mhR2fxkTFd3xuKmfI/tq2gAts5a2X4vL4RuD5lxsNjrfw2JRsUvtG8L/XpOHyiljNepa+tz8o4Jl3bRox4QaK1gSq1a/ediTgu+UkhD9GvYb8zDhyE6N73CE/WcWHyoXJ6e6S+e9gW4w67vzBAP5n9XYevD6T1D4RlNW3k2I18bMrB2LWa3h6xjDsHR4sJh1LN5YGBdgrbx1BmFbg6ff2c/sVA3jty0qmjUhSFgGnW8Tm8rDw3RLW/Hx0yMBZ7vU70yBatfHzC/8bvNuvSMHm8gaUwS+7aThLN5Zy/8TBDE2K5HczhuHo8BBp0tHmcLNgXWDw0eZ0M7hfJE6XV9mBhhNJW3+V7Sem5p6xkKrKxYO/X3S4vSF9qtlwogLn2ow+XJoczaLJ2ZjDdBxvcwat7Q+/s4eVt45QBFz9P0vwE/31F20VhG/vB1X/p9IdkiQpOhTR0dF0aSNXUTmrdG0vnpAVz4Yu6zAQVNWYEGVkZl4SYTotWo3AR/truTy1Lya9hssHxJJ7SRS/fO2roLVfTkYA1DTbA1rlVm09xNyxg6jfUkaT3aW0ccg+uTA/LaS/r2x0cN8bJyo4l04fquigXYh0m5gQBCESX7VEIrAW+KDz518Du4FXv48TVOmZ7nr2Q+2k7K5qYdXWcuaMSVXKjX565QCe2VTKz64cyGeHG9BpNGT2s6ATBH45Lo2/f1YZ0IcaZwnj8HFbwOc+snYvc8emsru6VTkvo15DVqcIpn/gcbKkBKhj7norPe2S+dtxQpQRj1dif20bElDVZCcp2qzs+FkjwjjaaGfdrmqenJaDKIHbI+FweThu6+AP/y1jVl6yUiYPsv03kxZn4UBdO5VNdgqGJgaNADUZdDjdIo2dOhL+gbOsrtxdEH06+hmqjZ9fyBU500YkMTjewv92VtuAryKi1ekmIy6C+EgjzXY3C98tIcZsYGZeEql9Inh4UhZtHR5sLi91rU7CDVq0ApQcaw0ZSCRGmZg3Lg2NACOSo3ucUCSjTjFQ8XhEPi1vYHdVMynWcPRaIaRPPdZsp3BcOjuPNlAwLImS6hYSos04XB5S4yLIiIsIWK9l/zgzL4kVm8sCPkuSToi2rf6sQjmuEU5e/dgdqv9T6Q6P08b/rv4CrU7H6l+MIyYm5lyfkkovw38t9XglHl67R6lylNuL5XVY9rmtTjeLp+SwYO1eYswG7vzBAF79vEKZRPiLa9J54aMTrRqP3ZijxBT+Y5nL6toCkhFdW+WWrP+aZ2YMI8qkp7bNobRxdL2nkjHqNRyobQu4J5v/5m5yE6Mu2La4niomVgNNwDbg58BDgABMlSRp5/dwbipd6BqYJseY2bSvNmTPfqjdabllY+v+Oh4pGEKrw82yDw5QlJ+O3e1l7c5qCoYmcqC2jax+kXxYWstto1OUGzyjXkNcpJFlHxwM+FynWyQ51hyQhHjsxhyGXGLh378cQ3376Qce6pi73kd3u2TJMeaAMvquYxMLx6XzTbNdKUMO02t8IoI3DMHthfq2Do422nm92CfIds/4DP7xRUVANYQ8oqmywaYE2DPzkjDptcrzCwuyeXHrIYx6DWaDjqszYpXAuW+EEa0GLk2ODmnL30Y/Q7Xxc4/sUw1ajWJ3qTfmKrb248uTuSTaREJUGIX56UpfqdxDumLLQSVBkRxrRmx18nrxUe6+Jh2PKKLt3FXuGkhUNjl46ZNyZezsyZIOZ6LPotI7EEWJf+89pvQ5y61CCwqGsNivXPje6zII02rYtLua30zMpOK4jf6x4coI5ec/KuOuq9Oo33wwaITdQGvwOm7UaXjhJ5fx6Lt7lTjgiam5jEiOJjn22ycTVP+n0h16swWdVnuuT0PlAqa7NTXUWuovzO/fXuzvczPiIph/fSaLbsgmMdrEQ+/sCRpF79+q0djewe1XpPDalz6dCa0GFkweQn3ric2yJd20ykn4JtANirOwbt5VHGmwsae6hRc+KgsSx3xiai5Pv7c/4N9+oev19JSYSJUkKRdAEIQX8QleJkuS5OzhPaeFIAgTgeWAFnhRkqSnujwfBrwCXAY0ALMkSTrS+dwDwGzACxRKkvTe2Tqv85FQF9Oq2/JC9uwPKRqD2aANUIwfkxFHcoyJB68fjITAqq2H+M0PM3G6RZJizPzt03LmT8yitDN4eWrjPuaOHcSqrYeYNiKJlz4ppyg/Ha8oKhk8GaNeQ02LM2Aeb2Y/CylW30UxKO7CvDhUzi7d7ZL5V/eEGrm4YstBnp4xjLyUKP5nbBrtTi+tDg8Wo5ff/OuroMVl2QcnBC3hxG7fmuJKfj0hkyc37KPJ7iKrXyR2t4c//mSEIt56oK6dovx04iPDQgbOA/qok2R6C/4+dd61abyx/ShF+en0jzWRYjVx66gUln3gq9J5bMoQEmPMeDonGoQbtCzffDAgQeFvh89/dJCnpg0l+5IolkzJUXr3T7RumJg+IlHZbT5Z0kG1L5VQ4mtPbixl+c2Xcu/4dBJjzAiCwOHj7WwrO07R+MF4vBJukQBBy8Jx6fzxv2VKdYS/f7xtdIpP1DrWjFGn5WiTnaUb95NiNbHi5ktxuL1qdYOKisp5Taj7paXTh3JJtBGDVhO0lvpr5jjdIhWdCQ29VsP8N3cTYzYwa1Qys//mE51cOj03SGvKP9Hw1o4qkmLMlB+3cf/ErADdKX9B4VCtcka9Bp1Gw/MfldNkd7GhcAz5mfG4vRKrtpZT/1kFc8emkhFvIatfJFoNIe/JLmS9np4SE275gSRJXkEQqs5yUkILPA9cB1QBXwqC8K4kSV/7vWw20CRJUpogCDcDS4FZgiAMwadzkQ1cAnwgCEKGJEnes3V+5xuhAtPiisagqogYs4HiiiZlTrm8E/zmjkqgL5n9Iogy6fnluHSs4QZSrCZEUWTqiP5BGcRVWw9RMDSR5FgTc8emkhhjYvkHB4Mydoun5OB0e3B6XIqo2xWp1nPwW1I539FoBOVmrLbViSRBZeOJ1iA5Y+xPjNmAUa9h1sgUpWdPbq2Qe6K7Li5aDYwaGEthfhpeEdYUV1KYn8GLWw8pvXsvfFTGgbp2/nx7Hofq2hk7OI5rMuNIj48gOfb0ypNVlfkLj8pGG6U1rcwZk8qw/pHkJOZwvL2DxnYXj92Yw97qVhZNziYuKoxGm5tfvHpCTPWRgiFKmWbX4ES2w5oWJ2X1Nj4vr+fPt+VR2+bErNcSH2nksgGxynmU17eHTDoM/uUYJamr2tfFiccjUnKshWMtzm4FeWtbHUSaDPzar8f48am5VBxvJ8UaoYivya+X7TMj3hLgH28emYwoSkQa9Ty76QDTL0tSvqeiwYHD7T3t6RsqKioq3zeh7pfmv7mbp2cMw9HNCPnkWF975bpd1ZTWtLF0435F02HaiCSWrP9aWfPNBh1ZCZaQmjwWo5bbRqdwr58/9q/I8BcU7toqt6a4ksJx6Ty1cZ9S8Suv8d21vomi1Ov0enpKTAwTBEFuQhQAU+fPAiBJkhR5ht89CijrFNdEEITXgCmAf2JiCvBo5+N/ASsFnxLOFOA1SZI6gMOCIJR1ft62Mzyn85buWjO6lgnPzEtSkhLgu1AWrS/hDz8eQVltG980O/nNv06Ugj52Yw7R4Qbmv7U9ZPCi1UCcJYz6tg6QJHZXt9LidLPspuEcrGvHI4o4Xb7e6hc/LlcurvjICzdbp/LdESqTvWzW8AA79n88NDGSWaOS2VPdoogRgs9G/cd3ysfCdBqMeg1DEiI5Ut+u9P8tnJzNa18cYdaoZFod7gBBIS1wVXrfM+p1VlXmLyxEUWJHZTOrtpZzxcBYRqfGcrzdSZwljPAwLYeP21m++SAZcREUjs/gobf3BO2MzB2bqrTH+eN0+4R/y+ptim0ea3EgARaTnj4WQ8Dru0s67KtpZWAfny2q9nXx4fGIvLOrWlnPi/LTQtpAP4uJwjWBImsPvb2H528dga2bIFyrgTCtBoNWg1MSKRiayCvbKnikIIt2p5smu4twg5b2Dq/yPaqtqaioXAh0t6bur23rvr2y0ddeuXByNuF6gfsmZJBiDceo12AJ04WsjpSFrv/26Yl290uizSEnZ3Rt2ZDfb3O6WXXbZTTZXBQMTVQSGGE6DYX5adhdXsrr2xlgDQ/Z+tYb9Xo03T0hSZJWkqTIzj8WSZJ0fo/PNCkBPlHNo34/V3UeC/kaSZI8QAtgPcX3AiAIwlxBEIoFQSiur68/C6d9bpADU3/W7apm6fShynGjXsMAa3jIC3JHZTPtLq9Smiwff/idvdQ0h76ItRoYmhTNsvcPsPLDMqwRYfz+lkuZMjyRxeu/5rn3D7BicxlP/KeUpBizcgEuuiHngs7WfZ/0Fvs8Vfwz2UMTfdMNbB0eXvjxCFKsJt7cXkVRfjpGvYaEKCO/uCaNJeu/RqfRhLTRruKV6XERLJ2eS5vTTVuHV3m+psXBpq+Ps2T917R3eAN6q/tFm0jtG8Ho1D6k9o34Vg5d1s/wvxYv9Kw1XLj2KYq+6UPbDh2nvL4dUZQCnj/SYOPBt/eQERfBxNwE5vytmPve2M3c1dsVvxhjNnDXNWnsrmoOaXuD+kYoQY4/Rr2GzH6RvLWjSvm5qtnB/Df38PNXiin5pi3gfEL5dlnQ6kiDDei99nU2uFBt9GSUHGsJ2GR4vbiKe6/LCLCBe8Zn4BbFkPa5q6oZjyiFtK1L+8fwp61lPLPpACu3+MbTNdldlNa00S/KRFF+OhnxEby1o0q1tTOkt9qnSu+gN9pnd2uqJPn8qBxjyscfmJiJSa9hzphUWuwu3BKs/LCMP289xO9vvpSh/SN9rW8hWjfsLi+3jU4hxWrisRtz0Iao+u3aspEZb2H2Vams2noIjwjz39zDwc6NDDnBkR4Xwaqt5fzsr8VMWvExG0tqguIYGbnt+Exi2POJk44LvdCRJGkVsAogLy8v9P/qBUAo4cD5E7MID9MoO3caAZJiTCGzgUadhn5RxpAXjLnLGBz5PUOTolnxwQEO1LWzZEoO7R1e7B2eANVu+TPsHR7lscsjXvAXxvdFb7HPU0XOZA9NjOSWUSlKZlmu3mmxuxneP5pXfjYKp9tLcUUTTrdIWlx4SBvV+Dl7uQTu8am5PPT2noCevt9vOVFV4a898eTU3LMScPfGrDVcmPZ5KkKRsh3OGTsoaHejqslBjNnAgoIhimBgKNvrazEQZ4klKcYcpCHxl08OKQGGPM1F/vyu2hADrOE8MTWXBzurMvxLP68cZFUCjd5oX2eDC9FGT4YoSlQ3O4LW6zCthmdmDONIg41kazhhOg1eUQxpn17RN9Goa+vl41NzqW9zcN2QBPZ+0xZkcxnxFl7ZVsETU3NYNmuYamtnSG+0T5XeQ2+0z1D3S/7tFK9sq+ClO/Joc3p8UwY9Iis7qxnkNTsjLoLpI5LY800LKbHhZMZbQt4/iRKs2HKQVbddhleSCNNqQvpjuWVjyZQcvmm2IwgoFRJNdldALPvE1Fye2rgvIC5ZunEfidFG7C5vr5/KdS4TE9VAf7+fkzqPhXpNlSAIOiAKnwjmqby3VxEqMNUIMHH5xwEXwMiUGIry0wOmGiycnI3FqMXkJ4gJvtE1TXZXyOBl4eRsIk1ape8+0qRnf00bWk3oIL2+vUN5HB8Z9r3+blQuHORMdqgbwoff2cszM4YhAR0ekUabG1GCFKsJjyixcHI2i9aVKDZ634TBuL0ihflppMVZeHLDPo61ONlb3aqMAtUI0OJwB1RIZMZbmDcuDUmCpFjTM56arwAAIABJREFUWXPuqsr8+cGpCEXKdujyeANGepn0Ggb2MfPwj7LwiL6gY92u6iD/uGRKDk9tKGV3dSsJUUbmjk0lKdqENSKM9/ZWM/uqQdwyykNfi5H5b+4O6kP114bQaARGJEcrCWZJQglW/MvnVfu6OJATa10TYtNGJPHkxlJ+NT4dAEeHhxiTEbNBz2M35gToSsmTiQqGJvLWjipFmHpIPwtVTXae+I9P0FJuyezwiIrNRRn1NNldpHSWDquoqKhcSPjfL1U02PjqaHPA+Pgmu4t+kSb6RcLXx1qD2oRf+7KSJ6flcvi4XXnuwesHh7x/kjrbOXcebUGvFXjty8qgeGFBwRDanW6emTGMVqcLjwgvflwe4K9FSVLi0mizjooGh/LvSYgyMisvmVmrPut2s6U3cS4TE18C6YIgDMSXVLgZuLXLa94F7sCnHTED2CJJkiQIwrvAPwRBeA6f+GU68MX3dubniK6B6bZDx4MyeM0OD69sq2D2VakM6huOSa/laKONNgcgCMpIUHl0TZvdxbLOCgg5uLYY9dS1OtlR0cyLH5ezsCCbP28t4/LUvry1w1dO+tz7B5QL5N7rMnj5/44ou97ZCVHf969G5Twk1LgmOZPd5nSHzD7rdQJfHmnE7ZW4PDWWv392mPkTs6hqtJEUa+aZGcOwuTyEG3TYO9w8/98jzMpLVpISRr2G7IRIfvvmbprsLhZPyeH5D33jbeUFYMm/T7x2+oiQHWAqFzCh+ktjzAbq2zqobXViNugQJZHnZg6nb2TweNoHr8+kr8WIKEGEQcvPrhzIXz49rGjuXNo/mvpWJwfq2gFfkNM/xsygPuHsPdZCv+hw7G4PYXotlQ22U1LMTo4NJ7NfZK8SsFL5dsiJtYy4CBYWZLNovS8ZG2XUUpSfTmx4GAvW7lVGK7/2ZSXzrk0L9I0uN7N/MJAX/lvOsRanIrT28k9HYo3Qc9+EDC5PjaW6ycEfPioL2JCoaGhXbU9FReWCRr5fGmANx+E+MU1QXlsH9gmnstFGcqw5IF6QkwB7q1pod3n51fh0BvaJoNnu4rkPfL44xWpiQcEQHG4vx1ocpFhNDOgTrmy2rf6sQokX0uIsPLuplLljB9Fo68Dm8irPp8SaqGp28NdPjwRsnk0YMjooKd21jaQ3T+U65cSEIAhWYCxQKUnS9jP9YkmSPIIgzAPew6c/9xdJkkoEQVgMFEuS9C7wErC6U9yyEV/ygs7XvY5PKNMD3N2bJ3J0RyhBtFaHC4NOwKTXYI0w8D+rtzNnTCpZ/Sz87r3SoLm7CydnA77g2qjTsuyDgzz0oyz+8ulhFhZk87sZw3jl03Lys/rxyjbfjkp8ZBi//eFgBvYJp3+MGafHS0qsmX5RRrITotDpupUuUblIEEWJLftr2V3VgiiBVoDcpCjGDY5nYnY/vqpsCrLdFKuJNqcn4CZx8ZQcalsc6LUaKhrsAc8V5afz1LSh3P/WbiXRUDgunSZ7B/PGpWFzuom3GJh5WX/iI42Eh+lYuvFEUkINvnsnXf1iQpSRO38wgDte/iJghyIiTItBJwSMp40xG7C5vDzhlyC497oMbh6ZjMPtJbNfJC6vyN8/rwwYj3xJtJG937Rw3OZieP9ojDrB91mRYSydPlQZ89id3amtGioycmJtd3UrfFHB72YMQ5JEvKIvabGgs21IHq1clJ/O8XYXyzeXBPjGIQmWgGC8cFw6e6qasZgMWMJ0HGt28JdPDvPMjGF4JQmDVoNOK5Ae55tKpNqeiorK+Uqoja9QPquntfVYi5PaVmdQEmBNcSVzxw7i1S8qmZWXTMk3J8TX5cSF/wjmhQXZNNs7lM+Qk8EAz8wcypThicRbwnhkbQkz85I41uLkpU/KefD6TPrHmIOSJtkJUQGtKFpNaN2K3jqVq9vEhCAI64H7JUnaKwhCArADKAYGCYKwSpKk/3emXy5J0gZgQ5djC/weO4GZ3bz3ceDxMz2HCxl593npxn0UDE3EpNeQFhfOL65O49F1JcwZk6oYsygRcu7uonUlPD1jGKU1bUopp1mv5dZRKXhECafLw8ScBJJjw7n/+kz0GoFGWwf9okxcnRGnOIKcxOhz9ntQOf+obLRxsLZdceZysJzWN4IBfSIYlhQdVH786OQcfvFq4HSYBWv38vJPR9LQ7uK+Lq0fyzcf5LmZw5S2DUnyjb27b0ImS9bvYeWtI3h2k08j5c+35VFW18azM4fj9oq9vkfvYqZrf+ntV6QoFV4JUUamjUjCoBUY3M/C8XZXwIIv3+z529lz7x9QfOTSjfuYMjyRazLjWLG5TLFro06DNSKMgX0jWP7Bfn521SBGp0b52jREidzEqJMmHNRWjYsbOdB2uL0U5afxenEVu6tbeXLDPh6alMX8t3cFrOnyaOWkGDO/6cY3yskz2TcWDE3kuQ9KKMpPZ3BkJHdcmUJMuB6DToM1PEz1iSoqKuc9p6Ij5Y//2uqf0LAYdVjNehbfkMOCd/cqSYCCoYks6RzruWLLwQC/G6p6YdF6331UaH0/LeEGHY+sLaHJ7iI7IZKl03IJD9NhMmhIi4tgQ+GYzmpOLS6vSGWTnQlZ8WzoTKaY9LqAdhP5s3vrpKSeKiYGSpK0t/PxncD7kiTdLgiCBfg/4IwTEypnjk/8cpAyY3eANZxvWhzMGZOKSe8TYXlzexVPTc/tNut2sK5NKfUsyk/HaNDwjy8qWFiQTbTZgE7rU4h/9fNKmuwu1swdTW5itBrAqHRLbWtH0A3e8s0HGZEcw4A+Eeh0Gm4clkh6XAS1rR0YdBr2VreEzgq3OjHotKGFh4CXPglMfhxv8+04fv1NKwfq2llQMITlm303iyOSY1S77eV03SFpc3qUpMRto1NYU1zJ3VcPYn9tO/GWsIBgQr7Z88fp9o0Ze+mTcu4Zn8FfPz3CPePTmTcuDY0A/WPNPPmffVyZ1pe8lBiemjYsQBlbTTionIxQgXZRfjr/2XOM63MTONJgU+wyeLSy95R845IpOUqC7pJoEzFmLSa9Ra1yVFFRuaA4FR2pUPj7WbkVTh4Lvuwm36ZVTLiBL4804nSLAfGA7He7ixEOH7cF6fsVjktHlET++ukRmuwu7p+YyaPrvqbJ7lLEOJfNGsaoAVZKa9q4869fBiVa5GRKVzHP3lzx21Niwu33OB/4M4AkSW2CIIih36LyfXKkwcb2imZWbS1XZuze5zfl4IGJmdwzPoNlHxzgcH07w5KiQ2b0MuIsSpAdbtDS7vRy19Vp/L/OiRz3XpehJCWeu2m4mpRQOSk2lyek87a7PMrPOp2G3MRooJlZqz5jzpjUkPZp0GmpaLCFfC7KpOeZGcMoP27DI4qEG7TYXF6Meg0D+4Tz0h15hOk0/G7GcHU38CLCv7/0s8PHMeo1yk5HUX46FpOBpzbuY/GUnIBgorsZ5yP6R7PspuEsXu8LKowGna99LdJIRUM7+Vn9GNgnnCtT+6g3eSqnTahAe/nmg7xy5yhuf/kLZTeupKqZRTdks/DdEmW0ssUYeqqWUadh3rVpuLwiWf0iqW9zKm1s4QYtx5pdXJWm2quKisqFRSgdqVCtDV3bPTQCip+VqyNjzAYm5iQorRkpVhMLC7IDxom+ub1KuZeSj3X1twP7hFPVZFd8rqwt8eS0odw/MROtRiDCqOVX+elUNjkCBK5Plmi52Fo9e1qRjgqC8EtBEKYCI4CNAIIgmAD993FyKj1T2+pEp9EoF1nX8qInN5YiShJzx6YSYzag0Ug8dmNuwAW36AbfxI4BVrPyuRajFpfbS31nmfNz7x/gmZlD+fcvx/RaFViVs0tKbHjIOdLhYTrK69sRRUnJXm8urcPpFnlzexWPFAwJsM9HCobw1MZ9bNhzjIWTAxeLe8ZnsPyD/Wg1AkkxJgxaDS/8txyH20vhuHSe2VSKyyMxIjm2V8x2Vjk9ZPvaW9VCUX66UjGWFGNmX41vcsv2iiZFLHjeuDTiI8N4vIuPLMpP55sWh5KUWDg5m2c3lXKkwU6zw01avIUfDolnwpB+6k2eyreiu0C72eFbg6ubfZOzpl/Wnz98VMbsq1KZflkSAG6vyH0TBgfY7G9+OBhBQFGQr29z8sJ/yxV7fmRtCXe9up1/7z2GKPaKCYEqvQxJkmhubkaSVPtUCUTWkfKna2uDvP5PWvExt/z5cyat+Jgdlc0U5fuqHQdYzUH3TglRRgqGJlLRYOPxqbms21XNIwVDaLK7+OunRyjKT2doUhRLpuQE+NuFBdk8s6mUpRv3s/LDMow6Lc9uKuXua9J44K3dFK3ZyX3/2kV1s5MWh4vnPyxTNnoHWMN7TLTIyJsto1P79Pp4tqeKidnAYmA8MEuSpObO46OBl7/rE1M5OQlRRtLjIzDqNd2WFzncXlKs4Tz3wQEenDSEuEg9y24ajssjEh2up+K4jQXvlvCbCZlkxFloaO9gV1UL//yikgcmZXGgtg2AMJ2GQXFqKbLKqTGwT/Ac6Xuvy6DotZ2KQx6SYOHe13cqlRLHWpy4Pd6AsYltTjcuj8TEnAT++F9fQG7SaxjeP5oOj5fE6FSONNh4ZVuFshs4MiWWh9fuYVZeMo+u28vLPx2lltFfhMi7EDFmA/fkp9Hf6tPB0Wp8N2zy3012lyJUBZCXEsWLt+fR6nQTHqYDScIrSky/LAmNAAadoEzqyM8cztDEaCqb7Hx+uEHVLlH5VoQSsjbqfboPRr2G9g4v63ZVc8/4wVQ0OALs9Tc/zOD14qPMuzaNvhFhmMN0NNk6MBu0ZMRHUN/agcPt4f7rM2lo76DDIypJjefe309uYpTqH1XOO9yOdn6+agtv/HYaMTEx5/p0VM4juupIhWptCFWF8ODbe5g7NpWVW8ooyk8jxWoiOcYU0OopJylSrCbun5iFxahVYtL2Di8L15Zg0Ak8M2MYpbVtSBL884sKpgxPZIA1HJ1WgySJ/HpCJs9uKlXGfjrdIkvWf83fZ1/Oa3MvD6h68Pf/sg6WVgMmvQ5RlC66eKLbxIQkSXXAXSGOfwh8+F2elMqp4RXhqf/so3BcOh0eb8jA5opUK2/vqOR/r0mj4ng7qXERHG2yB4z7LMpPR0SiusnBa19WcvPIZGblJSujb4x6DelxEYy4CC8QlW9HqDnSL//fiZFI976+k7/dOUqplJDnPksSmPRapbS+KD+NmXknMtpyQG7Ua/jbnXk02NxBkzqaHC5uHpmsJCt6q3KxSmjk8s0DtW3MGZPK1v11NDk8LOjs31z9s1Gs21XN/ROzeGrjvqCZ4zPzknnonT1UNDgUm5JtCU5UURTlZ5CTEMWmfbWnLMKlohKK7gJtEYnCcemsKfapwxs7daP813m9RuDHl6cErekNNjfRZh2tDg1JsZE0tDtwusUAWy8cl06jrUP1jyrnJTqTapcqwZxKa0N3VQhygdiHpXXcdXWarzXTr9VTfk9Fg4N7Xt/JH388gqQYszINSdbrsXW4efHjExo+Pxp6CU+/t58mu0sRHZaTEv7f7/aKXDGoT8Bx/0EG/pMTV20tvyjjiZ6mcrzb0xslSbrh7J+OSij8+6TiLL4+qcMNNlwekYoGX6/S7VeksPiGbBa8WxIQdDy7qZS7rklHFEUG9glnZ2UzL396JGB3parJzjfNDpZvPkjhuHS8osTKD8sCMo3z39yt7qyonBZy6Vltq5M3iquYNiIJodO3vrm9ima7W6mUWP1ZBUX56QyKi2Dn0Raeu2kYkgR6rQa7K7S42+eHm7GEaQMqLOSRtrOvSlUqKHqrcrFKMF1FBFOsJpZMyWXu6mLFhhptHczKS+alTw4x79p0Vn54UJk5ntkvko9Kj/H09GEcabDR1xLGg2/vVZIS4LO99LgIrsmIo7LJ/q1EuFRU/OkaaPeNMKLVQE2rE1GSuG9CJk32DuIiDYrGhLzOx0WaWLqxNGhNR5L4urqVrIQovmmykWQN5+G1xQG2umLLQdbMHX2O//UqKioqoeluLOjJRKW7q0KTO4Ouz02gzeGib2QYRfnpOLoREW60uyk+XM/f7hxFTauTaLOev35ymNLaduaOTSWzn4XSmjZF4FIWtZx+WVLI74+PDI5HZf+fGG1k1qrPLvp4oqdWjiuAo8A/gc+Biyddcx7gfzF6vBIPrw3ewbspL0m5sVu6cT9DEyN5+acj2VbegEmvRa8VmDUyhbLaNiTA4W5l9MBYmuwuntl0QPkuo17DCz8ewdyxqaz+rIKZeUmnJCyjonIqJEQZuf2KFF770jeuTquBBZOH0Gxzcu91GTz3vs8WDToNc1dvJ8ZsYGZeEsmxZo402Ag3aLsVG6posLFic1nQdwrCiZnQvVW5uLfRXQByqvPKIbB8U543XlzRqNhOQpSR6HADR5sc/OyqVEwGDY9PzaXZ5sbW4aG21cEVg+K4/eUvlIodeca4jM/2fJNlTlWES0WlO7rad15yLB8drONgbXtANdg94zOwdYiKxoTFqOWSaDMuj5eb8pJ49fPKgKqeZ2YMIy3egr3DxR+2lvPgpKxuBIm95+KfraKiotIjpzIWtLv4IFQVmnzvlBBlJC4yjDCtlvv+tYsYs4EHJ2Vh1GuIMRuUTTStAFEmHaU1NnZUNnFJtIkdFU2U1rb7Ki10Wv740SGuyYzj4R9lodUIPPmffRxrcbJuVzULJ2ezaN2JJPLS6UO7jUc1GqHbTbiLLZ7oKTHRD7gOuAW4Ffg38E9Jkkq+jxO7mAl1McpZuGMtTpZvPsiym4YD8OS0XI4ct/F6cRUtTjfNDhdvFFdx2+gUntkUWNr5RnEVa3dWs3hKTkBZUlF+OsveP8A1mXE8OCmT+EjjRTUzV+W7xSvCa19WBpSoGfUanpiay7C4cIry00mLi+CX//xKmS7j/7p7xmfwwMRMntxYGnA9PLOplEc7BTG72uqYtD5MuzRR7fe/QOguAJmQFX9arRJyoiAhysgDk7Ioq2sjPc6iBBy3jU7hf1ZvD9A96WsJ44G39gT4wxizgWMtTl4vrgoaAVaUn05pTStaDcRZQu/KqL5S5VQIZfdPTs3FYtQFjVv+xxcV/Po6n8bEWzt8a7x/u6UcdDfZXRTlp/P4hn2KWOuvxmdQVtd+yjt4KioqKueak02r6CluqGyy09di4O+zL6fR5sIaYaCmxan4x7rWDryihNMtcqzFyRMb9vH41Bzq/Ebdy0LCd/xgAA+9feKeafEN2USbDSx8t4Qmu4uJOQn86b+HmD4iiSnDExEl0AigFSRlSkdeSixXplp7jEe7q/K42OKJbiXEJUnySpK0UZKkO/AJXpYBHwmCMO97O7uLDFGUKK9vp7iiMehiXLHlINNGJCk/21we7nl9J/es2cWftpZz3w8zeOzGXJAEHpqUFTShY/lm3/t9wlkH+d2MYRTmp/HSHXkYdRquyYwjf3AcP8q9hLyUWJ67aXiA6qy686zybalrc1IwNDHIJh98ew/tTpHEqDBsHd5up8ss++AAcZFGVt12GYX5acy+ylfZU9Hg4NF1JTwxNTfIVkcOUCdxXEh0F4CUHGth6cZ9ytSMOWNSWbpxH0cabCE/Jz7SSIrVpNy0rdhcxjObSlk8JSdAq0T+jufeP8Dh47aQvhLgWIuTV7ZV8MyMYcwb57O9V7ZV8Os3dvHWV9UcbmhXfaXKtyaU3T/w9h4cbjFo56xgaCKH6ttJsZp4oJs1/vEbc5g7NlXRRHG6RRatK2FQ33AuHxjL0ulDVVtV+d6RJ2yoqJwOJ5tW0V3c8Gl5A5NWfMzMP37GT176nLK6du59fSfH2zooyk9nyCWRLN98kBRrOClWE3dfm8b0y5KwhocFJYSffm8/FQ32gGML3i3BK0r8+PJk/vDjEawprmR3dSt/+fQwmf0iMeo0jM+MY9RAK3kDYrhxeOIpjWaWqzwudh/dU8UEgiCEAT/CVzUxAFgBvP3dn9bFh3/mb9Hk7JAXo9yfb9RrqGw8caHEmA3UtXYoGb3C/LQe31/R4KCsro3kWDNL/1PKgTpfcJ2bFK3cyF1MM3NVvlviI43KqEZ/nG6RXVXNjEyJpbiiscfpMiXHWtEIBLVtVDQ46B9rYoNqqxc03QUgta0dQZU2PQn2DbCGB2lKVDQ4iDbrkSRTj2JY/scEP/NpsrvYV9MWMAkBfBM95v3jKzYWjVHtT+Vb0Z3d212eoJ0zreaEYFtZXVvI9x1v7wjykXK7xujUPowQJXITo1RbVfleaW5uZvbKDUQkDDzXp6JyAXGyCoLu/Kd/+6a8sTv7qlSe3FjK7KtSqe1M2jbZO7hrbBqL1vvaLX43PfeUYwSvKDEkIZL1O6t59IYcvqpswivC0o37mD8xi5xE3/3UgD6n3oJxKqKeFwM9iV++AuQAG4BFkiTt/d7O6iLEP/NnDtN1K9oilxEt++Cg8ty0EUkBWT6x83Xdib4Y9RouHxhLpFHPA5OylL4sgPL69oBeLblc6lR7vFVUujLAGs7IlNiQNukVfTd+rxdX9ThdRpJAJLRdW8PDGGANR5J811F9WwfxkWEkx6p2eqHQXQASG24I2hnuSbBPoxHQa4Wg4KK8vp2U2PCQ39HVRPyPGfUaHr8xlxVbDgS9RpJ853P4uA2jXqv6RpXTpju7r2/rCJoWk9UvEoBF60qUEctd35cQZQp53KTXsu3QccwGHS6v96INeFXOHXrTxbXrq3LmnGwsaHf+0xu4/CubDfLf9e0dne2dYfymsx0OThw/lRhBqxF46J29PsHL8RmkxJqpa3My87JEPF6Jjw7UEW7QnXYsejJRz4uBnupKfgKkA0XAp4IgtHb+aRMEofX7Ob2LB//MX3WznaL89IBynkcKhjA4Ppx516YRHW5QBNkSoozKHF4Zefyi//uL8tN5a0eV8lkeUST7kiiuGNRHuQA2ltQwacXH3PLnz5m04mM2ltTg8Yghj4tdU4gqKt2g0QhckWoNarkoHJfO+t3VxEWG0WR3sfqzCqJNehZPyQl63Vs7qkLa9dLpQ0mOMbOxpIYf/f5jfvbXYu54+Qv+s7eGLftrVTu9QOiuhFFCOm3BPjlYSYgycve1adx//WCGJERS0+Lg8S42eM/4DKxmQ8CxRTdkMywpiuU3D2fZTcMZOTCa+ROzQtqkUa/hq6PNqm9U6RG5TXPboeOU17crNhLK7gvHpfPq55Ws/qyCuWNT+f0tl3Lv+HRqWhwM7BOO0y2G9IU+HapyHrsx0MYfuzGHwte+4pY/f86sVdv48nATd/71C9VWVVRUzmvkCoINhWN4be7lbCgcE6AvFcp/PjE1l/W7qwM+x39jV5Lg9eKjPDVtKBUNtoD44u+fVXLP+IyAz1t8QzaD+oYHHFs4OZsXPiqjye7yxaCxvk3cUQOsfH2sjYKVn6ix6BkgSNL3/8sSBCEWWIOvPeQIcJMkSU0hXncH8HDnj49JkvS3zuMfAQmAPCR2giRJdSf73ry8PKm4uPhMT/87oby+nUkrPlaE2+4am0qD3aWIqPQJN/Cv7VVMzElQZprLf3d4vPypi1hlitXEU9OG0upwExcZRqRRT2WjHXM3GTz/75cx6jWsmTs6YHyNfHzDRTa+5ltw2ltR57N9ng1cLi//V36cr4424xVh/e5q7ro6jU17jzEq1apU/eSlRHHPdYNpdXjYV9PKG8VVitp8itXE/B9mUlrbpogJVTbZQ9ru3LGp3Dg8UbXT7jktG/2u7VOuzPIvYTzSYAv5f9uT/xFFiS37azlY2x4kuppiNfHE1Fw+P9yIV4S3dlQBMDMvicx+Fsrrbcp0A6New6rb8rgqzTdz/PBxG/tqWjlQ28YbxVWKiJbcz38q56ZyWvQKH3oyZXn/ikS3V+IRvwlchePS2Xm0gfysBBa+W8Ivx6Xx+y1lSpwwbUQSWg1clhLDvmOt2F1epo9IxCv6tH1Mei2Fr31FRYNDOR+jXsPsq1J56ZNy1VbPjF5hn98HTU1N3PzsWsKi4xA77DjaWwi3JiiPgYCf5ccer5d//nICMTEx5/hfcEFyUdhn17hBq4ENe2oCBCwLx6UH3DfNn5hFYpSRo80O7ntjV9C9068nZFJW18bQpGgcLjcGrZaSY60B92MRRh0JUSZGpsQq2hHd3UepsWi3hLTRHjUmvkPuBzZLkvSUIAj3d/483/8FncmLhUAeIAHbBUF41y+B8WNJki6sK6gH/EuWjrU4+cunh1kyJReXx4vLI7Lk3/sChAFXf1bBgoIh3PP6TmLMhqCyz/kTs7h8YKAC7KA4S7ff312vliyg1fX4xTa+RuXM0ek09I8x4/ZKGPUahiVFsXLLQXZXtyozoROjTFS3OLB3eHlq4z5m5SUr1UG+yp8M+kaGkZkQqZQid2e7ooRqpxcQoUoYT1bK2d3nDLRGMO8fXzH7qtSAVpCKBgcPvr2HwvwMHnr7xCSO+EgjLV3GKDvdInqtoPjQQXERDOwTzpCESK4cZEVA4FdrdipJCfk9qs2p+HMyZXl/u/d4RH5/y6VUNDjQaQQEICnWrEzf+Ptnlcpaf6zFyUuflFOUn86z7+3nmsw4MuIseLwwsI9vB2/boeMBSQn5++WyZtVWVVRUzldOpY28a9wgihLp8RHMHZuKTqMhtU84YQYNK2ZdilsU+WF2Pw43tLN5fx1vdLYQ+987zcpL5skN+5TNiRdvz+PLI40BG2RysmFYUkyAoKUai54dzlViYgpwTefjvwEf0SUxAfwQeF+SpEYAQRDeByYC//x+TvH7pTvRE1GU2F7ZRJPdFSQM2N7hUZIHqz+rYPZVqQgCjEnrw8gBsafVP9pdr1ZClDq+RuXM6W4Ebn27L+lwrMXJis1lLJ2ei1eEfTVtVDQ4AuxakqB/rImRA6wBn92d7WoEVDu9wDkdMSj/IMbh9k15CdNpggKFigYHrXZXgF2t2nqI+ydmkRBlDAg+uo5S9A+CyuvblaSZjOobVbpDGQVtAAAgAElEQVTSk7K8f6AqihKb9vlKfuW+53nj0tD4rfv+a31yrIlGm4shl1joawnj4Xf2BiTvJmb369Y3ymXNqq2qqKicj5ys0qw7NBqBcYPjSe0TETJmKK9vZ94/vmLOmFSlhVj2p5WNvphTjgGcbpHPDjfy4sflna1yJ6YdiRLUtzsZFHfCh6ux6Nmh59kl3x3xkiQd63xcA8SHeE0icNTv56rOYzIvC4KwUxCERwRB6NZKhf/P3p3HR1Xf++N/fWYyyWSyTkIIMTGBkLBvxqjUCrcS6qUWiyIutRdtLzZffy2Gahe7uNTlWlGrFwrXlkoXuNei1daFctEK9IKtVoOyiCwJMYFgSCBM9kxmMvP5/ZGck1nOTCbJTGYm83o+HnmQzJI5wGs+58xneX+EKBdCVAohKs+dOzfiAw8l5aJ3fuFA3Ye3jjbi4GkLKhYVQy+grnNaXpKHekuX+nNDqxUb91Tj+X01yEpJGHJRK19rvGfmpHH7mhCKpnyOhNaooesWuEBfts60dGPjnmo4nH0nIiXXG3ZXY/M7NchMSvD63VrZXVNWjDl5aczpCEVCPj3bRV+dEq61cA6eboHRoMOkcQNrQxVGgw7FE1Kw+Z0aNVe3lObjiZ1HcVNpnvqYwdo5bu0VGSIho/4oF6uutDoFlDays3/AAeirFzV9Qqrb85WZEqcudGPtzuPYX9eidkoAAzMyaps7fdaw2H7oDLM6SiI9n6HGrUIjW6Tm09dMM19bhbvyd82gdBQrdXosXTZs3FONz1q6sfmdGrcZkK5Frl2vV311NvBaNDhCNmNCCPE2gAkad/3E9QcppRRCDLXQxdeklGeEECkAXgGwEsAWrQdKKTcB2AT0rZ8a4uuElfLG/M7iYggBFI5LwmPXz8b9rx6GEFB3MnCdhvToslnIN5uG/Fr+Ria5fU3oRHM+h8LXqKG+/3rbaNDhp9fNRFu3DU/eOBsZyfH4/r9OxVNvHh90Cr+S0al3L8CpC50+66jQ0EVLPl0vYvpmeenx6LJZaGjp8mojKxYVo6XTfcaEMhJyycXp2FZ+RUDtHNvGyBDpGQ10OVJjmxVmUzwmpBtRUVYEp+zrmHjub9V4YOkMPLr9E7cMb32vDkDfLlz+ZmQoGW1ss8IUr4fd4cSSWROY1VES6fkMNWWrUBFvhPewgn9Kp0Z6ejr8jD/SCERqPgOdaeaLr2UgSkex6+wzvQ6YeVEa7lk8Bc++fUKznVWWwCmdDZPGJXm14bwWDY6QdUxIKRf7uk8I0SiEyJFSNgghcgBoFa48g4HlHgCQh74lH5BSnun/s10I8QKAy+GjYyKSDbZ+SrlQERD4z10n1OJtz948D04p3aYhCdFXlMXS2YNTlq5hrWXytU0Nt6+h4XDNtyleewvcadkp6nTltm4bep3As29XwdJlwwt3XoG/3L0A5zoG/9Cn0wlMHp/sNq2OYodyEZOTZsTK+QVYt6sKZlM8fvLl6XjqzWNunRAvVp7CE8vnYPM7h2A2xWN5SR5uvDQPetG3Nn+o+46zbSR/AunAcjolkuL1+O41U/BhnUUtrqoUbevtdWJNWTHyzCZUNbW7TTdWZlL6Wm7JjFK4GRKT0OvwvZOSL73WTnxz02788QfLWQAzxvhaFhHIkgh/y0DyzSZsWlmKyroLcErgjYNncOtl+Xjo9SMAgKdWzEW3rRf1Le7LOowGHUouTsdTK+ai3tKFccnxmtejvBYduXDVmHgdwB0Anuj/8zWNx7wJ4HEhhNIaXQPgR0KIOADpUsrzQggDgKUA3h6FYw6qQNZPZacacVNpntqDB/Stj77npQO4d3GxOhK4cU+12rv323/UYc7F6bwIobDyzHdBZiIeum4mHn7jiJr3NWXFqLvQhef31eCBpTPQ1m13OxG0dttRUpDBBp4GpVzEuBYIbmi14j/+chS3f67ArUL3A0tnYNP/ncSPlkxDl93hdt/UCakc3aCg89c54Kv+ztb36rB+dxWeXDFXLcb24y9NxeSsZLeCwLPz0oZcIJYoWsQl8vwfi4ZT+FrhaxnIjDUL8ElDu9vvfPyG2fjd3z9Vrzsf33EUdy0sRKJB79bO3rN4Cn7y6sdqUcwdFQtC95ePceHqmHgCwEtCiFUA6gDcDABCiFIAd0kp75RSXhBCPArgg/7nPNJ/WxKAN/s7JfTo65T49ej/FUZmsErdQN8bc8r4FM3pTJOykpFo0OE/b56H9p5eGA16nGnpQnycYJEVGlVaM388813X3I1f/l81nlwxFyca2yElsOXdOjywdDq2fONyfP+Vg15b2uVn8MKa3PmaZaZcxBw72+bWXja0WrHl3Tr8+vZSWO0OHD7Tig27q9HQasWlEzOwYU+13zaYKNR81d95asVcHG9sx2ctXerF8LScNFxZmInZuWlusy8AcEkREY0Zg8008zfj3NcykMa2Hq+29sd/PozyhYU4dKYNANRdETfeVoKSfDO6bL0wxOnwkz8fVtthdvyGVlg6JqSUzQDKNG6vBHCny8+/AfAbj8d0Arg01McYaoGsn9LpBKbnpGpOZ5qclYx8swmvHjyDB14bqMb92PXDqzFBNBy+Zv6YTQbN3RBONLZjw+5qAP1LOSb0bft535LpXr9j0jg2/DRgsFlmS2ZOQG56IjbtrXHLnqXLhtz0REzMTILdIdVREJvDya2QKex8XQscb2xXZ5MVZCbi3i9OxZWFmYiL02nOvuByDSIaS3zNNBvsWsDXMpBOW69mWzslO0V9vNGgw31LpmNGTppbJ8hvv345O35HSbhmTMQ8X2+cCalG1JzrUHsBCzJMPqcz1TZ3elXjvv/Vj1GSb+YFCo2K2uZOrN15VF3DDwBrdx7F+ltLfG6bpHyv5JhFBCkQWiPLa3ceRW66EV02B7JTjZiZk+qzvfTMWaIhzqsTg1so0mjwrL9TkJnoNWNMqQb/6PZP8GL5fMzOTWebSEQxz7PY9fKSPBw724bc9ETMzk3zuQykICNJ87p0+oRU7PBz/ck6PaOLHRNhovXG2XDbJV7rn565eR6umZ6t+aYZadVaopFq7uzBLaX5XrseSOnUPDHMyEnBlZMzvRp/Nvw0GM/2LifNiFtK83HLpvcCai8B95w5nZJr82nUaY32PXb9LPxidxXqmrs1q8F32x3slCAignexa+X6c9PeGnXmhNZgFwDNc/6kcUnqtQGFHzsmwkRrlFhK4Mu/2Oe15nlH/5pnzzfNSKrWEgVDvF6nnhSAgfXRny+a73MWxFB2PSBSeLZ3roUugcHbS0+cqUPhoDXz5/5XP8aL5fNxodOGj063eFWD5zmdiKiPVrFrwLtOlNZ1AM/5kU8X7gOIZUoP3fzCcSjMSkZTu+8ZEFqUWRdGQ99/I0f8aLR12Ryame2yObzyzcafRsKzvdPrMKT2UgszSqPN10zHbrsD/zJlPKZNSHWrBs9zOhHRAOVaYDjXADznRz7OmIggQ50BwRE/Cjdfmc1O5QgfBRdrRNBY4O88z3M6EZF//opd8xog+nHGRAQZzgwI9v5ROHHWDo0m1/Zudm4as0dRZ7A2k+d0IiL/dDrBa4AxijMmQsjfPrtaOFpCo2mo+dTCzNJIDTeHzB5FosHyzNwSEWkbyvUA29KxiR0TITLYPru+cHcCGg3DzacWZpaGa6Q5ZPYokgSaZ+aWiMjdcK4H2JaOPVzKESJalbfvfekAaps7h/X7nE6JmnMdePfkedSc64DTKYN5uBRjRpJPZpH8GUo+gt1OEoXSYNlmnomIhieU7SevW6MHZ0yEiK/K203t1iH37AVzdJsIGH4+mUXyZ6j5CGY7SRRKgWSbeSYiGp5QtZ+8bo0unDERIkrlbVfDrRbLURgKtuHmk1kkf4aaj2C2k0ShFEi2mWciouEJVfvJ69bowo6JEAnmbgX+ehGJhmO4+WQWyZ+h5oO7ulC0CCTbzDMR0fCEqv3kdWt0CctSDiFEBoAXAUwEUAvgZimlReNxOwHMB/COlHKpy+2TAGwDkAlgP4CVUkpb6I88cMGsFutv33Oi4RhuPplF8meo+WBVbYoWgWSbeSYKLiklWlpaAADp6ekQgu+lsSpU7SevW6NLuGZM/BDALillMYBd/T9reQrASo3b1wJ4VkpZBMACYFVIjnKEhrIfub/CLByFoVAYSj4VWllce+Mc5JtNoT5cigLDaasCzSGLV1E4BZptX3lmfomGrtfaiW9tfR8rn9utdlDQ2DWc69LB+Lpube7sYVscgcJV/HIZgC/0f/97AH8DcJ/ng6SUu4QQX3C9TfR1ly4CcJvL838K4LmRHtRQ9s8NpsEKs3AUhgIV6gzrdALXTM/GppWlqKy7AIcTeOavx2HQ61hIiPy2VSPJJotXUbANNY8jOQ8zv0TDZzClIE6vD/dh0DCE63OVK9e2u7HNCrtD4oHXDqOuuZttcQQKV8dEtpSyof/7swCyh/DcTAAtUsre/p/rAeT6erAQohxAOQDk5+f7/KXhvHDwVZhlWsUCtRIt9+odmwLNZyBGK8OnLF0o31rpNi3OM680Ngwnn1pt1UizGUgbSbFpOBkdbh6Hex5mfmNXMM/xRMEWynxGUoes0nYDwLXr97EtjmAhW8ohhHhbCPGxxtcy18dJKSWAkM2jkVJuklKWSilLs7KyfD4unFVbWZgldgWaz0CMVoaZ19gRrHyONJvMHPkynIyO9vme+Y1dwTzHEwVbKPMZibthsC2OfCHrmJBSLpZSztL4eg1AoxAiBwD6/2wawq9uBpAuhFBme+QBODPS4w1nWLnFGAXDaGWYeaWhGmk2mTkKptE+3zO/RBRrIrETgG1x5AtX8cvXAdzR//0dAF4L9In9Myz2AFgxnOf7Es6wsrglBcNoZZh5paEaaTaZOQqm0T7fM78Ua6SUsFgsLFgZwyKxE4BtceQLV42JJwC8JIRYBaAOwM0AIIQoBXCXlPLO/p/3AZgGIFkIUQ9glZTyTfQVytwmhHgMwEcANo/0gJSweq6FGo2wsrglBcNoZZh5paEaaTaZOQqm0T7fM78Ua1paWrDyud2wd3eg1+EY8e9Ttg3llqHRI5yfq3xhWxz5RN8EhNhQWloqKysrfd6vVI9lWCkIhhycwfIZCGaYhmBIwRhpPplNGqKQtqHMI41QWM7x0UBKidraWnz31ROwdbWju6MVAJCUmQNnTxe6O1rdvg/0PmtHK/74g+Uwm81h+7tFkYjIJ9tZ8kMzCOGaMRGRuPMFRTtmmCIVs0mRhHkkCo2Wlhas2rADyTmTgvp74xL5Xo02bGdpqMJVY4KIiIiIiMYYQyLX7BPR0LFjgoiIiIiIiIjChh0TRERERERERBQ27JggIiIiIiIiorBh8UsiIiIiIho2ZUvPlpaWcB8KEUUpdkwQEREREdGwtbS0YOVzu2Hv7kCvw4GEcB8QEUUdLuUgIiIiIqIRiU9MhsEYmh05lBkZFosFUsqQvAYRhRc7JoiIiIiIKGL1Wjvxra3vY+Vzu7lchGiM4lIOIiIiIiIaMmUmw2jMYjCYUhCn14f8dYgoPDhjgoiIiIiIhqylpQW3/vw1tLa2hvtQiCjKsWOCiIiIiIiGJc6YxI4JIhqxsHRMCCEyhBB/FUJU9f9p9vG4nUKIFiHEdo/bfyeE+FQIcaD/a97oHPnwOJ0SNec68O7J86g51wGnk0V7aPQwfxRqzBjRAL4fKNb0Wjux5vd70etwhPtQKIjYltFoC1eNiR8C2CWlfEII8cP+n+/TeNxTAEwA/p/Gfd+XUr4cwmMMCqdTYueRs7j3pQOw2p0wGnR45uZ5WDJzAnQ6Ee7DozGO+aNQY8aIBvD9QLEqLkS7cfii1LYAgPT0dAjB91cwsS2jcAjXUo5lAH7f//3vAVyv9SAp5S4A7aE8kFD3BtY2d6pvagCw2p2496UDqG3uDOrr0Ng00nwyfxRKTqfE4TMtOHa2DXcuKEROmpEZo4gy2iN+bHOJRkdLSwtWPrebu3SESCBtGWdUULCFa8ZEtpSyof/7swCyh/E7/kMI8SCAXQB+KKXs0XqQEKIcQDkA5Ofnu903Gr2BjW1W9U2tsNqdaGq3ojArOSivQdEr1Plk/mgkhprPikXF2PpeHRparcwYjYpwn+M9sc0lV/7yScOjzJRIS0tDfCLfUyPhL5+DtWWcUUGhELIZE0KIt4UQH2t8LXN9nOzbX2ioXWw/AjANwGUAMqC9DET5/ZuklKVSytKsrCy3+0ZjZCM71Qijwf2f2WjQYXyKMWivQdEr1Plk/mgkhprP9bursLwkjxmjURPuc7wntrnkyl8+o52UEhaLZdRnK9i7O/DNTbtZbDMI/OVzsLaMs8MoFELWMSGlXCylnKXx9RqARiFEDgD0/9k0xN/dIPv0APgtgMuHc4z+egODZWJmEp65eZ765lZ6FCdmju5aPIo+wcgn80eh4iufeh2YMYoIo3GO98Q2l2KFspTirt+MftFLPXcBCbnB2rJwtK809oVrKcfrAO4A8ET/n68N5clCiBwpZYPoq3RzPYCPh3MQSm+g6xsr2CMbOp3AkpkTMK1iAZrarRifYsTEzCROc6JBBSOfzB+Fiq98lk0bj9m56cwYhd1onOM9sc2lscy14KSUsm8phZTo7RjdTgJlF5C03CLE6fWj+tqxYrC2LBztK4194Sp++QSALwohqgAs7v8ZQohSIcTzyoOEEPsA/BFAmRCiXgjxr/13/Y8Q4jCAwwDGAXhsOAcxWiMbOp1AYVYy5heOQ2FWMi9QKCDByifzR6HgK5/slKBIEa7ZC2xzaSySUqK2tlYtOBnuGQu+dgFRlpj0rRSnkfDXlnF2GIVCWGZMSCmbAZRp3F4J4E6Xnxf4eP6iYBwHRzYokjGfFMmYT4p0zChR8LS0tGDVhh1IzpkU0bMUWlpacOvPX8O27y6D2WwO9+GMWWxfKRTCtZQjYii9gayWTZGI+aRIxnxSpGNGiUZOWcJhSIzM0XBlloTyvcFltw7X5Sfp6enoWwVOwcD2lYIt5jsmiIiIiIjInfKhXpktIeKNSOi/PdxLOVy1trbi7j98CAD4xVdL3O5TinQCwJa7roYQIqo7KJT/k2j+OxD5wo4JIiIiIqIwcB3tD8aHZtffZzabIYRwmzWQlpaG1tZWr9dxrc2g3N7S0oKKbR/B3t0BET9Q1NDe3aEWnww3pZMkPjFZ/V75+yp/KvedOnUK9718ANu+uwzp6enqv5MiPT1d7XCJ1A/+XKpCYxk7JoiIiIiIwqClpQXLHtiMhNQM6PV6/HLVvyA9PX1Ev+/2p1+GzpCA3625Dunp6WhpacFdm/8PALB2xTzcu/Xv2Lz6WrfXUZ7ncDhgMmfBabPC2tmOtIsmAejbCQMA7F3tcNqtbt973tdr7Ry1+3rsVnzrlweQdtEkOPu/NySa8M1Nu93+Dsp9JnOWOgvk9qdfRkJqBpw2KxwOB9Z9fSHue/kAAIz4/yFUlA4morFIxFLVWiHEOQB1YXjpcQDOh+F1hypajhOI/GM9L6VcMpQn+MhnJP49I/GYAB7XUA0poyFoPyP13yUQ0Xrs0XTcwWpDQyma/j15rMEVDfkEIv/fksc3Mr6OL1ry6Uuk/7v7wuMOnGZGY6pjIlyEEJVSytJwH8dgouU4geg61pGIxL9nJB4TwOOKNtH87xKtxx6txx2pounfk8camyL935LHNzKRfnzDFa1/Lx73yOnCfQBEREREREREFLvYMUFEREREREREYcOOidGxKdwHEKBoOU4guo51JCLx7xmJxwTwuKJNNP+7ROuxR+txR6po+vfkscamSP+35PGNTKQf33BF69+Lxz1CrDFBRERERERERGHDGRNEREREREREFDbsmCAiIiIiIiKisImpjoklS5ZIAPzi12h8DRnzya9R/hoS5pNfo/w1ZMwov0bxa8iYT36N4teQMZ/8GuUvTTHVMXH+/PlwHwKRT8wnRTLmkyIdM0qRjPmkSMZ8UiQIa8eEEGKJEOK4EKJaCPFDjfsXCiE+FEL0CiFWeNznEEIc6P96ffSOmoiIiIiIiIiCJS5cLyyE0APYCOCLAOoBfCCEeF1K+YnLw04B+DqA72n8im4p5byQHygRERERERERhUzYOiYAXA6gWkpZAwBCiG0AlgFQOyaklLX99znDcYBEREREREREFFrhXMqRC+C0y8/1/bcFyiiEqBRCvCeEuN7Xg4QQ5f2Pqzx37txwj5VikNMpUXOuA++ePI+acx1wOn3Wahk25pMCMRpZ1MJ8kqtw5dAfZjR2RGL+BsN8UjAF+z3AfFKkCeeMiZEqkFKeEUIUAtgthDgspTzp+SAp5SYAmwCgtLQ08s9iFBGcTomdR87i3pcOwGp3wmjQ4Zmb52HJzAnQ6UTQXof5pMGMVha1MJ+kCGcO/WFGY0Ok5m8wzCcFSyjeA8wnRZpwzpg4A+Bil5/z+m8LiJTyTP+fNQD+BuCSYB4cxbba5k618QcAq92Je186gNrmzjAfGcUaZpEiAXNI4cT8Uazje4BiQTg7Jj4AUCyEmCSEiAdwK4CAdtcQQpiFEAn9348D8Hm41KYgGqnGNqva+Cusdiea2q1hOiKKVcwiRQLmkMKJ+aNYx/cAxYKwdUxIKXsBrAbwJoCjAF6SUh4RQjwihPgKAAghLhNC1AO4CcCvhBBH+p8+HUClEOIggD0AnvDYzYNoRLJTjTAa3N8eRoMO41OMUbnOlaKXvyxqYT4pFIaaQ3+YURqqYOZvMMwnRSJf74Gs5OC/B4jCJaw1JqSUOwDs8LjtQZfvP0DfEg/P5/0DwOyQHyDFrImZSXjm5nlea/nyzaaoXOdK0ctXFidmJnk9NlrXYVPkG0oO/WFGaTiClb/BMJ8UqbTeA2vKivFpcwcmjUtiPmlMEFLGTk9waWmprKysDPdhUJRwOiVqmzvR1G7F+BQjJmYmoba5E9eu3+c2nc5o0GFHxQIUZiW7Pn3IZwjmk3zRyqLWRUjNuY5A8wkMMaPMJwWaQ3+GkFG2oeQmGPkbDPNJkaz2fAf+9NEZOCUgJfCnD+th6bIxnxSNNDMazbtyEIWUTidQmJXs1tj7W+On8cGPKCi0sqiF+aRQCjSH/jCjNFzByN9gmE+KZA2tVqzfVe11O/NJY0U4i18SRZ3RXOdKNFTMJ0U6ZpQiGfNJkYz5pLGOHRNEQ6Cs8VNODKFa50o0HMwnRTpmlCIZ80mRjPmksY5LOYiGQKcTWDJzAqZVLAjpOlei4WA+KdIxoxTJmE+KZMxn5JFSwmKxAADMZjOE4P/FSLBjgmiIRmOdK9FwMZ8U6ZhRimTMJ0Uy5jOyWCwW3P7cLgDAlv+vDBkZGWE+oujGjgkiIiIiIiKiITKYUsN9CGMGOyYo7JQtwBrbrMhO5bQ0csd8ULRidilWMOsUqZhNoujBjgkKK6dTYueRs7j3pQOw2p1qIZ8lMyfwxEHMB0UtZpdiBbNOkYrZJIou3JWDwqq2uVM9YQB9+4Xf+9IB1DZ3hvnIKBIwHxStmF2KFcw6RSpmkyi6sGOCwqqxzaqeMBRWuxNN7dYwHRFFEuaDohWzS7GCWadIxWwSRRd2TFBYZaca1f2YFUaDDuNTjGE6IookzAdFK2aXYgWzTpGK2SSKLuyYoLCamJmEZ26ep544lPV/EzOTwnxkFAmYD4pWzC7FCmadIhWzSaNFSgmLxQIpZbgPJaqx+CWFlU4nsGTmBEyrWICmdivGp4xOxWRWaY4O4cpHKDF7sSHY2WVuKFJFQjvN9wdpGSybzA0Fi72rA+W/2o0//tCMjIyMcB9O1GLHBIWdTidQmJWMwqzkUXk9VmmOLqOdj1Bi9mJLsLLL3FCkC2c7zfcH+eMrm8wNBZvBFP3XqeHGpRwUc1ilmcKF2aPhYG6IfOP7g4aDuSGKPGHtmBBCLBFCHBdCVAshfqhx/0IhxIdCiF4hxAqP++4QQlT1f90xekdN0Y5VmilcmD0aDuaGyDe+P2g4mBuiyBO2pRxCCD2AjQC+CKAewAdCiNellJ+4POwUgK8D+J7HczMAPASgFIAEsL//uZbROHYankhZy6dUaXY9IbFKMwVipBlm9kgxlCwxNzTWBPN6gO+P2DWSHDE3RJEnnDMmLgdQLaWskVLaAGwDsMz1AVLKWinlIQBOj+f+K4C/Sikv9HdG/BXAktE4aBoeZS3ftev34au//ieuXb8PO4+chdM5+tVrWaWZhiMYGWb2CBh6lpgbGkuCfT3A90dsGmmOmBuiyBPO4pe5AE67/FwP4IoRPDdX64FCiHIA5QCQn58/9KOkoPC1lm9axYJRL5YVCRXEFcxn9AhGhiMpe4FgPkNjqFmKttyMJmY0+gT7eiCS3x/MZ+iMNEeRnJvRwnxSpBnzxS+llJuklKVSytKsrKxwH07M8rWW70RjO2rOdYz6zAmlSvP8wnEozEoO24mI+YweQ1mP6nRK1JzrwLsnz3vlO1KyFwjmMzSGs7ZZKzf+chYrmNHIEWgeQ7G2P1LbVeYzdIKRI8/cAIipNpX5pEgTzhkTZwBc7PJzXv9tgT73Cx7P/VtQjopCwtdavsNn2vCdFw9wiyaKeIGuR+UWZDSYYKxtZs4okgwlj1zbT8EQ7ByxTSUKv3DOmPgAQLEQYpIQIh7ArQBeD/C5bwK4RghhFkKYAVzTfxtFqHyzCZtWlqKirAirFxWhIDMRP1oyDeOSDHhqxVx0WO34+LPWMd87TdFrYmYSNtx2iZrhNWVF2HDbJep6VKdTovZ8B96tOY8Oqx13LypCTpqRW5CRG6dTQkrg6RVzsaasLyNaa5sHG332t9UdZ1JQqLhm62RTR1+bd/I8Dp9pxdqdR9U8mk3xOHa2DX870eSVQa7tp2DQytGG2y6BlBi07fNsI3t7nTh8pgXHzrbhzgWFPHcThUnYZkxIKXuFEKvR16GgB/AbKeURIcQjACqllK8LIS4D8GcAZgDXCWOMRXoAACAASURBVCEellLOlFJeEEI8ir7ODQB4REp5ISx/ERqU0ynx1tFGt17oh66biTgdcL7Dhu+/fJC90xQVbL0Sm/bWuOUV6Mv47uONqGrswLpdVer99yyegt/9oxYNrVY0tVtHvZ4KRRatEbnHb5iNkvx05GcMrG0OZOTO1zTmC509OHa2naN+FHRauVxTVowt79bB0mVDxaJibH2vDgCwcn4B1u+u0swg1/ZTMHjmaEKqEZ80tOPLv9jnt+3zzHFBZiLuXlSM+1/9WH2ekmWeu4lGV1hrTEgpd0gpp0gpJ0sp/6P/tgellK/3f/+BlDJPSpkkpcyUUs50ee5vpJRF/V+/DdffgQanNbL38BtHkGiIUz/EKbezd5oilb8R6trmThyqb/XK87Nvn8DykjxOUyYA2hn68Z8PwynhduHsL2sKZRqzK6NBB4NeN+hziYZDK5frdlVheUkerHYn1u/u+355SZ7aKaE8zjODkVoTgqKLa46cEgG1fZ45XjonV+2UUJ6nZJnnbhoKKSUsFgsuXLgAKTlTcTjGfPFLCj9fI3udtl7N2+v6pyITRRJfOa5r7sSJxnY4JTTv1+vAacoEIPBibf6ypkw9zjebNKfDd9kcQS8sSAT4zqUQA9/rdYAQ2m1huIpdU2wYbvvqK688d9NQ2a2d+PbWD3D7c7tgsVjCfThRKZzFLylG+CpQlBQfp3n7R6db0G13cuoxRRRfOf7odAucEtALaN5fNm08ZuemM8sUcLE2f1lbv6ta7YS4Zno2dnhMh69t7mRhQQoJX7lUBgaV9s7a68Tz+2pY7JpG1fgU7XxmJQfWvvLcTcEQb0qB3sCP18PFGRMUVFpF13wVukpJ1GNNWbHb7fcsnoI/VtZz6jGNiqEUCdTK8ZqyYvyxsh6v7K9HhineK8/P3DyPFzak0srQ2hvnoLmzxy1//rIGDExRPmXp8poOz8KCFCq+cvmnD+vd2rvLCjK8HlexqO9xXFpEweJ5/tYJeJ2D15QVQ+/xScczx28cPIPHrp/FczdRBGCXDgWNv4JtWoWuAKAgIwmzctPwmaUb5zp61EKBAFhwiEJqqFuDeRbaEhD4zosH1Lz+cm8Nbv9cAX59eyl6HU7kZyRh0jgWdKMBrhlqbLPC7pB44LXDqGvu9sqfv6wBA1OUPdtIFhakUIqPEyhfWAinBJLi9Zh3cTrmXZyO7FT3nCkZPNHYjsNn2tRCgoDv7BIFSuv8/fSKudjybh1WXVUIIQApgS3v1uGS/HRMHDeQNa02Mt9sQkm+mW0mUZixY4KCxlfBtmkVC1CYlax+uZo4LhlOCXxzSyWnHtOoGiyvWpRCW4VZyag51wFLl029r6HVinW7qrDDz/OJlAwBwLXr9/nMn7+sAf7bSNfnEgVLbXMnVr/wkde5WqvNc835d148wPM7BZXW+buqqR2WLhs27qlWH+cra1ptJNtMovDjUg4KmkAKDw1lqQenHlMoDZbXwZZ5MLc0Ev62+2QbSZGosc0Ksyke3766CKsX9X2ZTfF+C6syuxQKWu3nS5X1ePyG2TAadMhJM6KirAhPr5gLKcGCq0RRgjMmKGiUE4HS/r+yvx6WLpvaWz3UpR6cRkeh5C+vgSzz4JR5cuV0StQ2d6Kxzeo1rV2LVgG2gsxEnGmx4t82v882kiKK0ymRYozD6kVFeHT7J2o+15QVY0Kq79kPbCdpuPy1qVrtp6XLhpL8dOxcswAfnmrBj/98OKBlmkTDpWwPSsHDjgkaMadT4tPznTja0AaBgQ94a8qKUZydrI6M+Js6rzyG2/5SqAWS10CXefibMj/UD6oU+Xz9nw61XgkwMJLs+pxHl81G+dZKn7lT2snGNqv6O5gpGqnB2iol38fOtmHT3hq3fK7bVYVrZkwI6Hdymjz54pmXfLMJbx1t9NmmarWfG267BA4ncL6jR+2UAAJbpkk0HBaLBXdu+AtSciaH+1DGDHZM0IhoXZBXLCrG1vfqsG5XFf5y9wL1AsfX1OUTje04Y+nG/T6KwBEFS6B59bfMw/PCRusCHMCQP6hSZPPX+TDceiWeI8n+cjcxMwm7jzfiUH2ruj3t7Lw0LJqazUzRsAXSqabk+84FhT7zKQQC/lBJ5Eorg2tvnINn/nrcbw0e1/ZzQqoRnzS048u/2Oczp0qHLgcLKJjiElPCfQhjCmtM0IhoXZCv312F5SV5sNqdONcxsPZUmXrnStnb/JtbK3FLaT5y0ozcToxCJtC8+sqqZxEt5YLq2vX78NVf/xPXrt+HnUfO4tQF7Q+qzHT08tX5oHRKDVZfR4sy40bZ7tNf7k5d6ERVYwc27a3Bht3V+NXeGlQ1duDUBWaKhs9frhWu+dbKp90h3drAv3zcgLU7j7L9o4BoZfC+Vw5h6Zxct8d5tqmu7adTwu13BJLTnUfOsvYEUYRhxwSNiK8LciEGLqiVIoLNnT1Ye+Mcn3ubKx8Qld8x2EU90VAFkldAu2Db2hvnoLm/MKFyMePror6xrWdYH1QpcvnrfAi0I8uTZ4HVfLPJZ6HAxrYerNtV5TWNvrGtJ4h/S4o1gXSqKfl+ZX89KhYVu+XzZzfMxrGGVty5oFAdWAjkQyWRwlcG9R6fUPy1qc2dPVh1VSFWLypCcoIe9yye4nX+fuA17+Ud7CwjiixcykEjolWAyGjQQSeAZ26eh3yzyW2KXkFmIjatLIXV7sDB+lavvc2FGPgd3E6Mgm2wvCrLMFyniTa2WWF3SDygsdTI1wVVl61X83WY6ejlKztKMT/P9c6D7Tzgawr9NdOzsUOjUGCnrddn1oiGy1+uFa753vpeHcoXFmLqhBSkJBjc2kVlWVxDq3VIHyoptvnKYGlBhnq7vzbV6ZT4rMWKze/UqI/90ZJpWFNWjGkTUlCQmYTmzh7UNXe7Pc/X8kwiCh/OmCCfBtsuEdAeWX78htlYfkkulsycgFOWLrcR5brmbpRvrUR2SgI2v1Ojdkooz5USahEjKeH3tYl88ZXdwfLqut5UmSaanWpE+dZK9aLGdaRlfIr2SHl+xuBb5AXy/qLI4W/bQ6Uja0fFAmwrvwI7KhbgmunZqG3u9Pr/7e114uBpC/5+8rzmbJtTli635R1KJgsyknxmjWLXSNuRQLbz1OkErpmejRfL5+Oh62agbNp4TB2f4tUuKrMeXT9U+vqdbP9I4ZlBZQDL4XRiy79fjv9edRn+cvcCLJnZV2TVMze1zZ2475VDbm3pz3Yew8yL0vAvU8ajMCsZmUkJw5rVRkSjizMmSFOgVeYH2wrM14hyfWu31wjj2hvnIDfdiJsuzVWLGLFwFg3VYNldMnMCpt69AKcudMIUH4fs1ATkZ/guguUrw41tVnTaerGmrFidYq+81qRxSZg0Lsnn+2I4uzhQeA3W1rnu0OLr/3fx1PF4/fBnuP/Vj/0WElR+h2tR1YIMk+asjEnj2DERq4LRjgSynafTKb2KWT554xyf0++fuXkerizM1Jz5E6zjprHDNYMXOntwpsWq7k6kbElr7XWiIEO7qKrZZNDMokEv1DwNZ1YbEY0+dkyQyvVC2BSv1xzNm3r3Akwe7z7tzXPLRGUkpO/3xGlO0Tt+th3Xz71I88Kl5lzHkCvcEyk+PT/4DgnHG9vdlhc9umw2DHqB8SlG6HVAQ+tA1W5f00z1QmD1Cx/BbIrHqqsKIQSgE8CMnBT1YsjXVqLD2cWBwk/Zpg5w37ITgFsngvQoxKb8/z5/eylOX+iC2RQPAD6n0Ht+cFMympUSjxfL56PL5mBVeQq4HfG3HWgg2xprtaknz3Vo5rds2njMzk33u5Uy27/Y5C9rStvabrV7zX5Yt6sKa8qKkZ4Yj2Nn23DngkK8sr8eDa1W3PvSAbxY/jnNLGanGtXX/fR8J+J0Ak+vmIua853odToRH8e2kyjShLVjQgixBMA6AHoAz0spn/C4PwHAFgCXAmgGcIuUslYIMRHAUQDH+x/6npTyrtE67rHI80K4oqxIswf66Nk2TBrn+2JY64L6kWWz8OBrH6u91Mo61OLxyfjy7Iu8LkSGslUjkSunU+JoQ5vf/LheFOekGXFLab7X6MyWd+tg6bKpa/49R1rWlBXjw9MWWO1ONLRasXFPtfpaV07OxMRx/nPKjEcnXyO98XF9nVTKbU+vmKv5//vepxfw/L4aVCwqxs6PG1CxqBjrd7vPtpmYmTRoRp+5eR6umJTJTokYF0g74m92AjD4tsa+2tQ9x5rw8Fdm4qHXj6jPfez6WZiZkzZoLtn+xZ7BZsko9x87q33+zkpOwL9t/qfXdWRDqxV2h8PnbAhfW4T/4f16bNpbgx3sDCOKKGHrmBBC6AFsBPBFAPUAPhBCvC6l/MTlYasAWKSURUKIWwGsBXBL/30npZTzRvWgxzDPEQyn1B7NO9HYjhk5qcg3m3CkoRUNrVbkpCVienYK6lu7UdvcieNn29QRwaVzctHS2YNNKy/FgdOt6Ol1Yut7fR/6qpo6UNvc6XVSCKQYF5GW2uZOVDW1a+YnK9mImnMdONHYjjsXFGLv8SbcuXAyqpva3UZg1u2qwuqri/A//zyFY2fbYDToMCMnBX/pX/7x0ekWbHm3DjdemjfsnDLj0cnXSG/5wkK323xl0BinU9fir7qqEFvfq8OasmJMzkpGWqIB2akJANw/uC0vyVM7L1xfk6PLFEg74m92AuA9s2ftzqPITTOiy+7A+BQjuu296LL1Yk1ZEfYca8KCKeMhBDBtQgp+9/cadbaYlMAvdlehJN88aC7Z/sWewWbJKPffuaBQu+006NXzNADE6YD/uH4Wznf0ID5O77NosNYMXKX93binmp1hRBEmnDMmLgdQLaWsAQAhxDYAywC4dkwsA/DT/u9fBrBBCMEhohDwHMFQtgVzHc17YOkMtFvtsHTa8OEpC+5/dWAWxCPLZmHjniq1Ovc9i6fAGKfDz3Yecxtl/sP79bB02dTe7isnZ3qdFLgWkIarsc2Klyq9s/v4DbPxaXOH26j2Y9fPwtmWLjgl8MbBM1g5v0AdgbkoPRFfv3Iinn37hFsGs1LisX5X3+wIrfdIoDllxqOTr5HeOJ0O3766SN1VaM+xJvz0upn46RtH3No/k0GPnDQjGlqtEAKIjxPITEpAxbaP3HIwIydFvTgXAhxdJk2BtCP+auTohMCdCwoBQP3Ad0tpPm759XuaM8geum4mfvl/1Zq7cCgCySXbv9gz2CwZ5f5X9tfjnsVT3M69a8qK8R87jsLSZcM9i6fAnBiH5i47vvXCh16zL7SWMGm9rucW4UQUGcLZMZEL4LTLz/UArvD1GCllrxCiFUBm/32ThBAfAWgDcL+Ucp/WiwghygGUA0B+fn7wjn4McTqlVy2IhlYrXqw8pa7HKxqfjLU7j6KuuRsVZUXYtLfGrQf6wdc+VnugrXYnnn37hNco4rpdVXhqxVwcO9uuzprISvY+KQRSjGusYD6DKzvVCEuXDVvfq3Or+1A4Lgm39l9sA315vP/Vvsxufqdvav2LlaewvCQPm9+pQbxep14YKY/vW8s6X32fNLRasfPjBjy9Yi50OiA33YSZOakB5TRaMs58ulN2YfEczSsen4x7PJb6TBxnQvnCQjhl32iy8uFu1VWF2H7oDK6cnInLJprx/7bu98rZX+5eoH5wU16Do8vaYjmjgbQjvmYn2B0S5Vs/cJve7pTSa3bOul0Do8sPv3HE7TzvOvKs/N5Achkt7V8wxHI+XfnKYaJBD6dTqvcDgDFOh/KFhchNS8SZ1m5seXeg8+vZt0/g6RVz8eAbn/idRaYs4TjeP+vR83U9twiPVcxnaEgpYbFYYDabwfH0oRl0u1AhxOeFEH8VQpwQQtQIIT4VQtSMxsH50QAgX0p5CYB7AbwghEjVeqCUcpOUslRKWZqVlTWqBxkNlMa7YtuHqFhU7La9131LpsMYr0Ovs6/RV7YFc0rtETzX957V7oTn7l/KFOeNe6ph6bJhTVmx117nCqVwlueWeWMN8xlcykicpcuGjXuq8fy+GuRnmPD+p80+M6tcYC+dkwu9DqhYVIz6li7Nx3fZHOq2ZjlpRnxpdg6+9/JBfOt/PsItm97FW0cbA972LhoyznwOcDolPm3uwJoy93byZzfMxhM7j3p9mDvfbsP6XdXYsLsaG/dUo6G1b0Qw0aDD6quL8e+/+wAf1Fo0c3auw6puP/qFKeOw9sY5frdejGWxntHB2pF8swmPXT/LLT+PLpuF9buOe01vn5Bm9Htu1zrPK+fwoeYyGtq/YIj1fCq0tqWtWFSMim0fYeeRs8g39+06dFNpHn628xjW76rG6ZZurN9V7TYjx2p3otvu8DkLSKEsDVFmUAayRXgsYj5Dw97VgfJf7YbFYgn3oUSdQGZMbAZwD4D9ABxBfO0zAC52+Tmv/zatx9QLIeIApAFollJKAD0AIKXcL4Q4CWAKgMogHl9McF33p4wy63VQK2sDgE4Ir5OAVg+0lO73e7b3RoMOReNTsHpRkTqCeEl++qCFAokC5TkSl2jQo2LbR7hubq7fzCoX2EXjU/CzHUdxc6l2/QidEJianYKdaxagsa0Hd/z2fa79jxG1zZ2au7BcZDaqnbYKq90JU7xeM0PzCzPVIm7KbVqzIVx3NShxSszOTRvzo8sUfKcsXfhF/8wGpRbEhj19HbGVda3q46x2J8anJPhtJ7XO82XTxuPKyZnMJfmlnJtzy+dj17EmOJxQlwHd+9IB7KhYgCUzJ8CgF1758/w5O1U7p6Z4vfqzsjSkodXqNoNyQdE4XDYxgzmlkDOYeB04HIF0TLRKKf83BK/9AYBiIcQk9HVA3ArgNo/HvA7gDgDvAlgBYLeUUgohsgBckFI6hBCFAIoBhHsWR1RyXffnurvA5RPN+KD2ArpsvUgzGvDjL01FW48Dr+yvx97jTdh42yXotjnR2dMLS5cN2alG/OeuEwAGeqRTEweWhyjTm3+246ja+83pyBQMrluQJSXEwd7rRKvVjgKzCS3ddlw3NxfJCXqvdavKzgjfvroIeh1wWUEGnnrzGCxdNmQmxePJG+fgB/3blin5/c6LB9TdOnztnc61/2OT64Wu6y4slxeYUVFWBKcEEg06mAx6mBLioNcLPH7DLPz4zwO1eDbcdgmcUqrr+vcebwqoTom/rReJ/Glss6KuuRsb91QjJ82I5SV5uG5uLqZNSMGc3FQsmDIeKUY9JmYkodPmwHNfK0FVYzt++486dWbjlnfrYDTo8NDSmfjl3oFlG2tvnKNuDUo02NazOp1Al82h1mlSWO1OnGhsB9A3s8Jo0MFsiocxrm92j6WzBzaHhM3hRGlBBpLi+26vt3ThpcqBumV2x8D52HXpiNJmGw06LL8kl3klimCBdEzsEUI8BeBP6J+lAABSyg9H8sL9NSNWA3gTfduF/kZKeUQI8QiASinl6+ibrbFVCFEN4AL6Oi8AYCGAR4QQdgBOAHdJKS+M5Hhilda6v4LMRNRd6Maj2z9x+xD3xsEzuGthIfR6gRONHVi3a+Bi+sdfmoZbL8tHp80BnQCmZCdjRk6aWiU5K9mIT5s7YOmyAeB0ZAoOra3AXIu1rSkrxiv7+y5cfrRkGlZfXQSbw4nPFWbit38/iVsuz3fL+QNLZ6DTasdF5kR8oXg8ZuWmoa55YCcOpVPN397p7Gwbm3y1lY0dNrXmjpK/TfuqYOmy4d4vTsHzd5TC3uvExMwkHD3bjtt/875X51j5wkJMn5CKKdkpfrdjJhoqJbdmUzxWzi9w6wR76LqZeGX/KXxxRg6+49GG/uhLU2FKiMPZlm48fsMs6HU6rN91XF3yVlqQgSsLuWUt9RlsO1CFr1oTh8+04TsvHsBvv34Z7v/ydLRbe7FuVxXMpnjc/rkCbOiva+J5jn9g6Qy0ddux7YNTWDJrgvo7WWCVKDoJKf2vhxZC7NG4WUopF4XmkEKntLRUVlbG5moPXz3ZnieTgsxEPLZsNr65tdLrxKEs8wDgVvxSuX/11UXYsKcaFYuKcfkkM0onZmoeQ4xMRx7yXyyW8zlcNec6cO36fZpZVUZIXL+/d3ExpkxIRY/dgXRTvNtSDOW5L5bPdxsFfPfkeXz11//0eu2X75qPpnbboBdiEWxIBxlL+dRqLwHgjUOf4T6XWTSuF74Ko0GHJ1fMxYnGdugFkBSvR4fNgdKCDJRrtKvlCwuRn5GES/PTUTC228ShYhs6TK75zUkz4mB9K06e69A8b/9q5aVuBViV28sXFmLK+BQ4IXHtzBzodAK1zZ240NkDg16HLptDc1Q8hjCfLnydi18sn++WFQDqNafZFI+bSvNwsdmEpnYr/vu9U/jGlQXIM5tw7x8Pwmp34ttXF2HzO965dT2vly8sxLQJqV7n3hi75vTEfI6CCxcu4JanX0Ni+ng4bN3obrcgOfMiOGzdcPTa8ULFvyIjIyPchxmpNDPqd8aEEEIP4HUp5bMhOSQaFYP1ZCtr8i909uDUhW58UHdBc4r6tAkpkFIiOSEOZlO8V0GigswkrLqqEC9WuvdcKzgdmYLN1xZknsXactKMWHXVRIxPMeKjUxa8VFmPm0rzNJ/bbXe4Xbz42onBbEpASX5GTFSWjyX+2suL0o1YdVUhslPjUZCZhJYuu2aGqpvasWF3tToLJzvNiEP1LZqPzUtPxM/fOq4uEYqiji2KQFr5/eW/lWDK+BTN/LV192qez50S6LL1wmp34FhjG2bkpGFiZhKOnW2P5s5YChFf5+Jdx5qwfle1mpVrpmdjanYKfn37pWhqt+Enfz6sDoo9uHQGbA4nnICaSV/bJednJKpbL0+bkIKp2Slex8RrTqLo43dXDimlA8BXR+lYKERcC1wCA0X6aps7AQw03hlJCfjxnw/DKaFWMFYYDTpUNbWjYtsBfOuFD3H75wqQk2Z0ux8ANr9Tg7sXFcPSaUPt+Q44nRJOp0TNuQ68e/I8as51BLxrAdFgXLcYU3gWa8s0GXD3oiI8/dYJVGw7gF/trcHK+QVqcULP5yYa9G5Z1evgtRODsqNMrFSWjyX+2svMpAT8s+YcDDo9/t/W/ahq6tDMkLLU2Wp34tHtn8BsiseMnFTNxza196g7dri2y0TDoZXfDqsDVU3tPs/rWudznQDqW7rRaXOg3WrHW5+cxfu1zX6vJSh2+ToXu7aFa3cexV8+bsCXf7EP79VY1E6JnDQjbinNxz0vHcCabQfwvT8edMuk1u8909KNlfMLUJCZiCOftePLv9iHnUfO8vqSKMoNul0ogL8LITYIIRYIIUqUr5AfGQWNr57spvaBERJlypvV7sQr+723V1pTVoy/HWvCt68uwp0LCmG1O/CNKwvU+x/+ykxkp8WjfGEhfv7WCXxt8z/xvx+fxe7jjdh9vBHXrt+Hr/76n7h2vfvJg50WNBITM5Pw+A2zvbL6pw/r+5ZufHEK8swm/GrvSay6qhCrF/Xl98XKU4jTCa+cP3b9LDy6/YhbVhtardjybp36/FVXFWLLu3U467I1GY0d/trLiZlJ+O410/Dw9iM+28p7Fk9BcoIeqxcV4YdfmorVVxehqb0HCf21eLw7uITb6zQGMVdsX2OPa35z0oz49tVF6LI7kJkcjweXzvDarvFvx5rQbXfgO4uLsXpREQoyE7GmrBiTMpPwt2NNWLerCt02J+767w/xj5Pa2y67XktQbPK1HeifPqxXH7N0Tq66FM51JsTykjy19gkwsOXyT66djr3Hm9wGBgoyE/HMzfMQp9Ohp9eBB5bOwJ8+rFc7yWrOdbDNI4pigRS/nNf/5yMut0kAUVdjIlb5KjakFOlTpn4eP9sGo0Hntr1SokGHuRen49NzHWqhQGVdYHZaIv7wzSsghMSh061wOhIxbUIK7rxqEsanGtHQ0gWr3YnPLF2aWypOzEwKqFgSkS86nUBJfjrKFxbCFB+H2bmp6Ol14Jmb5yBOp0Nrtx0JBh0qyorxE5fdESoWFSM71Yjf/+NTbL6jFC1ddhxvbEdXTy++OCMHX5mbC3NSAjqsdmSnJiA+TrjtxMAil2OXv/ZSpxNo7R5YvqG0lWvKijHzolR02RyI1+tQ3dSO5AQ9Uo0GPOJSXPWh62Zi3a2XoKXLhnPtPdjybh2+U9b3gRAA3jh4BnZH3yyzkbaBgRajo7FFq9ilUkBw2wefYtPKS3HgdCsmjktCS1cP7vj8RNQ1d+G0pRt6AXz/mmlIMuqxcXcVvrlwMo43tsMJidWLilA8PqWvOLbL9rhsCwnwvVW36xIhvc59WUZBZiKWzslFvjlRnTmxvCQPCXE6TBqXBId0Ys3iKWjusGLdLZfAau+FzSHd2rQHl84AAPW5x862o6qpXd2tw7XNG2zXECIKv0FnTEgpr9b4YqdEFNHqyX7m5nnIN5tQc64DfzvRhONn27DnWBMe6B9RaWi1YvM7NZh7cRpOX+jC+U6b2imxcn4BNu2twZptB/CN332AT891461PzuLk+S6s3XkMPb1OPP3WMfQ6gafePIZko8FtmqgywjLYEhOiQOSlm3DFpAyYTQas+n0lfvLnIzhwuhUrf/M+7tyyH9/csh9NbT0wm+IB9OVs/e4qCAisumoyOnscMJsMyEpOwHP/V4MX3q+DXq/D918+iB+8chhfe/6fuHtRMQoyEwFwR5mxzld7OTEzCb29TmQkxXtNLQaA8q37cdd/f4hvvfAhHBKQEmqnBNCXu4ffOIJD9a146PUj0AmB+DiBM63d2LC7Gs/vq8FdC4uwftfxoLSBbF9j08TMJGy47RL85Nrp6ij08pI8rNtVhbrmbsTrdTDoBX7w8kF09jjQ1NaDTXtrsGF3NX61twanLV2oOtuORdMm4ExLF57fV4O27l5MHpeIp986hrsWFrEtJE2uSxtn56bjviXT3drRywoy1J/3Hm/CXQv7CluebulGQWYiVs4vwOZ36BvdMQAAIABJREFUavDMX0/g+y8fxBmLFY9sPwIJgQ6bHSfPd+KB1z52a9Me2f4JvnZFvvrc1X/4SF2uaTbFq22e0lHra/YuEUWGQWdMCCEe1LpdSvmI1u0UmaZmp+C/vlaCpIQ4ZKckIC/dhLeONrr1PP9oyTSkGOOw+uoiFGSaICDQ0tWLxjYrTPF69QLHc8rdw9uP4MkVc/GDlw9i1VWFWL+7CquvLsL63VVYdVUhHtn+iVpBGRgYYfE3ZZrFisamYI1YOJ0Sn57vxGetXTjXbkNtc6dacf5rV+SrW9kCA9NCXTNotTtRc74TF5sT8eSbfYUHv3fNVAB9000f9fhAef+rH+PF8vnotjtY5HKMcs3mjJwUbF99FU5bumCKj0N2agJ6e514/fBneOvIZ3hk2Sw8+NrHMJvi8ZNrp+N7Lx/0yttTK+b6LMyqdI49e/M8PLL9E/W+h7cfwVMr5uJCZ8+I20C2r7HH6ZQ4daET7d29+LR/aSYACNFXTHB5SR7Od9pgtTtgNsUjz2zC931k9/svH8ST/Rn+8Z8PY8NtJfjeNVNxxtKNJ5bPVgtesy0kLa4zKJRrSKeUWHvjHNz3yiEsmDIeD28/ArMpHsa4vtlk3/qfD92yqFxDPvT6EZQvLIRTahfCzEpOwENvHNF87sY91epSI62O2mkVC9geEkWQQJZyuA6vGAEsBXA0NIdDweZrOq+UwLGzbbhzQSEA4Eh9C5IT46ATAumJcYjT6XD0bBucsm96cfnCySjITPRZIbnb1ut20T0h1QizKV79Wdlm1HOExd8SExpbgjW13OmU2H28EYfqWzExMwnjkuMRr9epU0Gz+7O3vCRP3Z3jlf316vdAX856nU6caelWp5o+/dZxrL66CDaH0+duHfMLx43434Eii9LJdbShzW0K8GPXz8K29+twRWEW9Drg85PHYdv7dfj3qyaj1+HE779xGepbunGiqV0zL122Xs32TSnMarU7UdXU4bUbQlVTO5xSoqR/JG+4HXmDLeGjsUVpX+uaO7FuVxV+uGQqKsqK4JTA7Nw0TEhNQFN7D46d7dvG9q6FhejpdWhnt6fvfF57vlO97VB9C4rHp+APH5xCZkoxbpibi7i4QMqUUazS6YS6k8s3fvcBrHYnSgvSsGnlpbB02t2WG31ncTFWXVXods523ZXD6VLQ2rNNy0pJ8Llzx5qyIuSkGXHyXKfmY9hRSxRZBu2YkFL+3PVnIcTTAN4M2RFRUGlN51278yjuXlSsjjArRf86rb34w8E63Hr5RNzj8uHxgaUz0Gm14/EbZuPImVbNE0NifJx60W006HCuowc3lebB4ez7uWzaeFw5OdNttFmZMu35QZXTQscmX1PLhzpiUXu+A1WNHW753XhbCYwGHZaX5MHS2YPbP1egzppQ1qE6nX2vq2S6t9eJX+6tUX+v0rFhSojjB7oYodVZVrGoGFvfq8MvdlehfOFkdfbM+OQE3FBysdtj15QVwxSvV9dKKxfVbxw8g3PtPahYVKzOMHP93cBA55grpYr9fa8cwty8NHzSMPytGdm+xhalfX34upkwm+KRYIjDpr3H+2Y8fGkqHBJubeaasmIUjEt0a+ty0oy4qTQPOp3AmrIiGPR9OVNyWdXUjltK87FhdxUuzTfzAx0NSsmlMlgw7+I0HPmsDVa7AzeV5qk1UFKMBvzn21Ve150GvQ4VZUXITU+EpcuGexZPwbNvn3BrU0/07zjjec4+daEbm9+pwcUZJlzo6OF5nSgKDKe72wQgL9gHQqGhNZ136Zxc3P+q+zq9+1/9GOc7bfjC1Gzc/+pht/se3f4JWq0OrPp9JdJM8XhyxRy3dYMPLZ2JLf+oQcWiYmw/dAZryooBAPlmE7YfOoMnb5yD2bnpXlsqKlP9dlQswLbyK7CjYgELs41hgewOM5jeXidOWbq9lmo8sv0IfrZ8NvIzEmFzSI37P8FF6Sb8+EtT8V9fK8Gsi1Lxm3986jZabTTocFF6Itq7bV7bgz554xx+oBuDtDrL1u+uwvKSPHVJj9kUj/u/PA35mSavJT7rdlUhTifUtdJqrYh/KcL+2gsQAvj5TXPx+29cho23XYIXK0+hodUKo0GHn143E1nJCZpV7K12JxrbekZUI4Lta2xR2ldTQhxu/1wBHnaZ2p6TbtJc3qYTOjx83QxUlPXtIHP3oiJs2luD7798CL/aWwOdECjITFTP7Q4nsH53FZbOyeVOHBSQxjarOjNi8zs1avZeqqzHxWaTukTYs219dPsn6LA5YEqIwz+qz+HUhW502RwoHJeEH39pGtbdOg9b/v1yKJN27lk8xWdbev+rH8PmkF47KLGjlijyBFJj4jD6duEAAD2ALACPhvKgKHi0pvN6VkYG+n5OMxowKStJXd6hTKVTpsSZTfF46PUj+MG/TsXzd5SisdWKCWmJaGrrwu1XFuKzli4snZOLLe/W4abSPGSlJuDJG+fi0nyzz4thpVgSR17GvmBMLT/S0Iqm/gtwpQq3EECiQQedAD5r6YaEdr7Pd/SgaHwyzli68ZmlC7eU5nuNZp/r6MGzb1fjG1cW4L9uK8H5jh5cZE7E/ImZ/EA3BvnqLBMC0PWvy185vwBPv3Wif5tk7fXNJ893urWbD79xBBtuK8HqFz5UdzHKzzDhh1+ajtPNnZiRm4bNe2tQ09yJLf9+Od6pPg+HE9j6Xp3acdHZvzzO8/WGMvWY7WvsyE41oiAzEclGPXLSEt1mQSTF6zXP623WXhjj4yCgXaz12bdP4MkVc/Hzt47hltJ8bH2vTl2ayZFmCkR2qlGdGeG6TKih1YqmdisKMvt3c9PIp1MCD71+BM/cPA9rdx7F0jm5OPxZKy65OB1JCTrc/pv31fP3j5ZMw5qyYuSZTTh2tl1tS4G+LFt7+7Z3VpaLLCgah8smZvC8ThRhAqkxsdTl+14AjVLK3hAdDwWZ53TegsxEXFaQgYqyIpji9eh1SFh7nZiQEo/EBINafMho0OGexVPglBLddgeSEuJw18JC/HJvDZLi4/D+pxdQPD4F73/ajKR4PR7/38PqaxoNOszJS0drtx2fm57JdagEYGRTy5XChKct3chMjsdjy2ZA6HTqKIvRoMMjX5mJuRenwaDTaU6tr2/pBiDw/Ds1+N410/Drd46pFylSAi9WnsKdny9EQ6sVj//vcfzq30pQOjGDxd3GMOXDnGdWpmWnICM5Dp+fPA4NrVZsWnkpzvZ3GLh+4PvGlQWwOaTbFHllucah+haYTfG4a2EhmrtsqG3ugl4AE8cl4T//ehxXFmXhy3MvwrzcdJzvsHm9Lwoykjj1mAKWl5aIn143E80dNhgNfcuLbL0SK+cX4FsvDJzXH1g6A28fOYvZF6ejs6cXpy3dah0psyneq+aJ1daLpXNy3TrNSgsyONJMPrkWEjbFx2HmRWmw2p2Yk5uKi8yJ6vWn2RiHb3+hWC3AajTo8OiyWei296o5ttqdqL/Q6TWQ8FD/kiWlE+NnO4/ht1+/DOOTE9wKugIDtX0aWq3YuKe6b9nnJbk8rxNFoEA6Jh6TUq50vUEIsdXzNopMynTe3PL5+GdNM5KMBnxza6W6r/kf95/GrZflIyfdhG+/8KHXaEn5wkKs31Wtrkn9xpUFSEqIg8MJHG9sx/P7avDIslnq3uZGgw4Pf2UmPmvpwuM7jmFWRRpH6wiA9z7nge5uoVUH4Nmb56l1UIC+vD7YX7m7IDMJ371mKn7w8qGBi5ilM/GH9+twoqkDq68uwqfnvS901pQVIz8zETlpRli6bCjOTmF2x7h8swl3LypWl7b1dXDNwoFT51E8IR0PvX5E7dD97henYE1ZMdbtqlLbzw6bA8+87b4sbv3uKpQvLITDCdz+uQJ02R1ea/vLpk/A1AnJyDcnYf9pC6Zmp2DnmgU42zbwvgDAGhEUEKdT4n8/OYv7Xjmk5vXBpTPhcEhUvPiR1xT5jbeV4JHtR9RzdsWiYmzae7JvZHtXtfp7jQYdMpIT8GD/+8Bo0OFnN8zGlYWcQUbatM7Xj3xlJtbdMhv/P3tnHh9Vee//95nJTCaTfSEkBBIICRBCAkJwocCtpFLqBRWQ5dq6FX+0vWJovVrUFjfccMGK0gWlXvW2FSy2KrVWBb3KFZeAskMSAgmJgUAy2WYymcnM8/tjcg4zmYUEAoTkeb9eeTHLOXNOyGe+5znf1elW+H+vetafP/u3TCJNRr+JRsvf2sOq+eNYt/UwN1yaQUZiBClxZn7ZabuH3vFMMDp4vFnLsthWXsecS9L87OYj143h+S2lgCzhkEh6O11xTOR6P1EUJQyYcG5OR9ITBBrJmJcWR3NbO7e9UqzV9L3+VSULCtIBOFTbHLAjsturg/xzm0v53Q/H4xKCTbuqmZmf5rkhfGsPT14/lpLjzegUSIk1se/bJtnxWOLHmaSWHz7p2zxLUcAlRMDonlvAr/62m8VTM30XMZv2suTKLHZVl5AcHU5FfSsbd1VruhUCXt1WwX9NH8GtkzIYnBDZ7YVLT41ClfQ8wf42lRabX7+d+9/ewyu3XsrNL3+pvb5wYjplJ6yE6XSsXjiOaFMYt/53cdDyjuEDolj1wUHumj4q4DjGVfPG0mBr5z//tNXH6TA6NVrT9NDESB9H3oAoE3odfHG4TupL4kNlvZVDJ1q4bUomEQYdUcYwHt60lzumZQfU586qBmbmp7HmozLNmbbkyixSvMrtVIfF7z8uZc0N4zl0ooWU2AgGxYbLLMh+TqhrnXq97hw0ePr6sSx7cyfxZiMrrs2luc2TeB2ohOPAsSZm5qfx7Icl/OHGCeyuagyoYzU4VjQtm/XFlbjccLKlDWOYoo0X1SkwINrIH2++lBMtXQ+ISCShEEJgsViwWCwX+lT6HEEdE4qi3AvcB0QoitIEqN9iB7D2PJyb5AwI5K1eOTefH4xOodHm1Iy7oniaYK7eUsoz88bS0Opk1Ye+9fbriyu10XbguRC0tbt56dNDWr2p+nrJ8WZe2OKJtBQVZmHU62TaseSscbsF+2uafMaKeUeeX912qo5UTddUHRTe2J2eEbYZiREMjDWx5uMyFk5M5/F39/vsX1lv47JhCVyRmdTtEaY9MQpV0vOE+tsEb8ja5lOyERNh8JnysuLaMcSbjUDg8XVJUUbumJatjVHu/Pk6ncJ9f/NtMnznhm98MtTUc8wcEMXQxEipL0lA3G7BjsoGv6ycW64YysnmwJMIXG58xifbnW5SYk3Y2tr57Q/HU1bbQmNru1a+cfufd7BociYtbc2MGRRzAX5LSW+hvd3NZ+V1FFfUa+Pkl83IYUZuCgD7a5oC2rx2tyeYcMukoXzb0IrV4fKxqWoJnMXm0PRpd7ppanUybkhs0NHLqmPt2fnjeOK9/UwfncySP3/tt+27RVPkuG9Jj2GxWLjpd5tx2FpwuWR3g54kqNtbCPG4ECIaeEoIESOEiO74SRRC3Hsez1HSDQJ1mV+2cRdfVtQTE2HQOhKDpwlmvNlIUlS4X0fk1VtKWT4zlzd3VGnbmww6YiMMTMoa4NNYSL1AqI9dbnC43DJdrp/jdgvKT7Sw7dBJyk+04O7sLegCR+qslNY2+zTPglOR53kFngFBau30pyW1mDoaYXpjMuiotNh45Lo87E4Xt1wxFLNBj8Xm0N4vmpbNG8VVONrd3b7ZCzYKtasTFCTnjmAjk3dXN6BTFB+bCB4tDIzxTMtIjTVx79U5fvZx+Vt7mFcwmI3bq/w6vatTiU42t5EQaQz4+VGmsICLd+8MtTs3fMPhk9agv4PUV/8imD09fNLq5+R6bnMpwwZEMWxAFA9fk+s3rWDTrmqfoIPqlE2LjwAheOzdA6z5qMyneWBGQgRXZCaSHm8+v7+4pNfgdgv+saeGxa8Vs3qzZwLRgoJ0Vr63nyN1Vo7UWamy2ALavIRIA7dOysDqaCc9MdJvSszqLZ7rubc+TQYdCgrNdhdrbhhPRmKE9nnq1A11f5ujnWUzcrA5XEGczXKKjKRnMZhjMEREX+jT6HN0pZTjV4qi/AgYJoRYoSjKECBVCPHl2R5cUZQZwHN4pn28JIR4otP74cCreEpH6oAFQogjHe/dCywCXECREOJfZ3s+fYFgEcBGu5PqehsPzBzNQ5v2sbeqgf+clkVqbAT/d+hkwH2sdqffjVvlyRZMYb43dCuuHcOqD0p8Mi1WL7yEvLQ4Gc3rp/RUBsHxJjsbiqu486oRATU6cmA0RYVZuNyw9pNDLJyYzrzwMMzher+UZDXDJ8KgJ3NAFGu2lLJociZ6HUzIiOeejbux2BykJ3TfmRZqFKosZbqwdP7bpMaaWFCQzoK1nxNvNmp9I1St3HnVCCwtdlbOzePbBjtltc0B/7bp8WYsNgevfV7B4qmZpMebOdZk59VtFcydMJiXPi3n3hmjuGv6SJ5+/+Cpeutrx1Bdbw0aAfQ+RmW9leHJUVJf/ZxQ9rSi3hr4mt/qZNnGXcSbjR59Jpg51mhnfXElt383izUfezIcve3jqJRoTrYEzrKoqG/l/o4JCTJTp39ypM6q9TGBUw6FRZMzqW22o9cpJJgNPDArVxtXazLoeHxOHscb7cRHhrPqwz1BS+DSYiP47f+WsaAgnfXFlRRNy6aqwUZLm4uXPi1n+czRpMSEs7Oq0S84lhJr4orMJI7UBbatMntXIrk46IpjYg3gBqbhGRPa0vHaxLM5sKIo+o7PuQqoAr5SFOVtIcQ+r80WARYhRJaiKAuBlcACRVFGAwvx9L8YBHyoKMoIIYTrbM6pLxBsJOPBY82s3lxGRmIEL98ygVaH4ERTGw+9s5fbpmQG3OfbRrvf1ILHZufxxo6D2g1dTkoMSdGecXgut2ebpYUjpFOinxMswjuqaEqXbqTUGladomCxOahttgfW9fFmn2Ztz20u5a7pI2h1tGs1pkLgkyL63OZSnr5+LDPGpLK+uJKFE9PZ920TFpuDVfPHMSyp+46JnhiFKjk3dP7bzBl/KvumptHjSFg8NZPs5GhKa5sxhenYe6yF3NRYnttcGtQ+RoWHafXPrU43z3xQok0tUFOMH3/vAEsLs1k0OZOclGjM4XpONttRULjzqhGs+qDErzTJ+xhmY1jA30F9X+qrfxDKnkaFhwXUxqETLZrG1fKg394wnoUT0xkQE86149L87KPbDdY2F0XTsn3K5pbPHM0LW8q6bcclfYtgDlJ1fGyz3UlVo523vqnW1o7JUUYiDHradTqfRpcB7VlMOA9fO4ay4y3MzE9jfXEl145L0+zpik37eG7BJX7BsaWF2aTFRaDTKWc1/UsikVx4utLB6DIhxO2AHUAIYQGMPXDsS4EyIUS5EMIBvA5c22mba4FXOh7/FShUFEXpeP11IUSbEOIwUNbxef2eoYmRrJyb75da/EZxFamxJuZNGEJts5OdVQ1U1rdid7oDpiM/OCuXaFMY67aW88KWMtZt9aTs7a1u5JZJp5pk2pzt7K9pIis5mvAwHdeOS2N8unRK9HdCRXhPhxodvHr1p/x8/TcsLcxmQ/FRls8c7aPRh6/J5Y3iKp997U43cWYjcWYDQ+LNvPRpOWs+KsNic2ipn3anG2tbO6u3lHL39FGkJ5gpGBrPu0VTzjgSqC6GvM9PLoZ6B+nxZh65boz2t9Hr8NGmeuNmc7TzRnEVer2OtZ+Uc/B4c1D7uLQwm4c27eMnr20nMTKcTbuqNadE5xRjq8PFuq3l6HUK//mnHVQ12Gmwt5OVHMk/7pjC64svY8Piy4k0+i+2B8aEA1Jf/Z1Q9jTSqGdpoa8+V1w7JqBt/KaqgbgII3/54gipMRE+9vHha3I5arGRGhvB+uJKFk3OpKgwi2fnj2P9l5U+ZR0yLb5/ojpIvfEeH2ttc+EWUFHXypqPyti43WNPf77+Gw4cP5V5Fsym3ve3Pfzkte20tbvZtKuahRPTSTQbfeypw+VmfXElq+aP45l5Y1k8NZNhSZFapqM6/evdIo9tPZvrukQiOf90JWPC2ZHdIAAURRmAJ4PibEkDjno9rwIuC7aNEKJdUZRGILHj9c877ZsW6CCKoiwGFgOkp6f3wGn3bnQ6hX8fk0q82UhxRT3ZydE89u5+AL/mgS/eWIDJoKOm0c5rn1doWRDfGZ6ExdZGZZ2NJVdmYW93axkTM/PTGKSAKUzH8AFRnGi289g/D/g02jyTVPj+Sl/V59lEeDtHB2Mjwnj0ujxsThdLrsxieEek7mi9VbuR8z5GZb2NnJQY6lrsvHhTAV8dqcflRkv9NBl0nGjxNDe0t7uob2kjJzXmrCKAZzoKtbdzserTu2u82ajn+Y50Y0WB7ORoTZupsSbmjB+MXgcZiWZuuiKDFZv2EW82kp0cFdA+jkiO5lGvpqkPbdrLizcWcLzZTmW9zS/FWKfAimvHcKLZrvWRWPVBCZuWTGZ4chTDk6NwuwW1LW0+neSzB0b5Lbb7mr56gotVo90hmD1Nigyn7EQL/9xdw0s3FXCypY3yk1bqrG0BbaPL7dHr09ePZe0nh7TvhE6BgTHhrPm4jCfm5HPPjByaWp3ERBh44r39VNS1+nyOzNTpOn1Jn4GyEVbOzWdSZiIAAoFe8Wgk3mzk3qtztDGfEQadpmHVpi6emsnIgdEcPN7s08h69ZZS1t1cwN7qRn7/SbmPPY0zG5g3YQgr39vPA7NyGRyfxIT0eB9beCbTv/orfUmfkr5BVxwTq4G/AcmKojwKXA8sP6dn1YMIIdbSMUWkoKCg+933LkLCwnRMzkoiLS6CY42tWGwOFk3O9GseuL+mUUvZrGm0s25rOb/43ggc7S5KjlvJTo7SFiUmg477Z47mD58cIidlFDpF4eFNnqobdZa0EJAWZ5KL5W7QV/V5pumU6g2letN4y6Sh/OETT7aOTgGzUY/LLbjrr56xY51rWX/xvRH892dHtNKimIg2YkwGnxr/B2blsnpzqZYq/8xnJeQPiTvrRUxfXAxdjPrsXI9fVJilRfDA02PigVm5/L6jllm1i2s/KWfl3HzsTs845Sfe2+9nHx++JtfHKQEeW7q3ppF2l2BIvJn5BYPZUFylRaHrrA5e+KiUeROG+JR5nLS2kYWncZZOpzBt5EAyk6KCOh76or56gotRo90lkD19Zt44So43U2Wx8YO8VHZXN2q9UlJjTQHLMZrtTuLNRpxuNyW1LeyqbtJs4vNbSikqHMHa/z3ERyUnAc93pXNAQ2bqdI++pM9QDtIjJ1s4VNtCYqSRx2aP4XhTG5V1p/qf6BTFp5+PxeYgwqAnTK/jjeIqbRQ4eDIqtlc0kBJr8skie2BWLmXHm3nhozIemJWLWwh0OuT42rOgL+lT0jc4rWNCCPEnRVG2A4V4RoZeB1T2wLGrgSFezwd3vBZomypFUcKAWDxNMLuyb78g2DxpnU4hI8FMg83B/TNHcyxAKqgbz0imh2blEmXy1Kk2tDr5f69t1xYhj87Oo8HqIDnGRE2DjQUF6bjcbp/o84Fjzaz5yFPDOnd8wMQVST/jTCK86g1lVb2VosIs0mIjsNgcPHhNLl9XNjBucCzNbS6sbadGMEab9Dx9/Visbe1EmsIAwa2TMshMjmLFpn2Qn8abO6p8eqU0tjqwdHwvfv+xJ41ZRgD7Dp0zbtzCt565ptGOs93F3dNH+dQ8251uaho8TlhF8aQjv7enhievH0trWzvm8DCiTXqMYQq3X5mlLaI/P3SC2Aijj4Ns+czRZA2IZEdlAyvfOwh4JhWpTQYDRZ2l40ESDNWejl46heNNbR57Fx7GLzfu5MbLM/jT5xUsuTLbR+Pv7anhxRsLqLc50OsU1v7vIUpqW7jzqhG0Odp5+vqx2NtdpMVFsLuqgUWTh5McY2Tb4XrtuDUdzTLXL76cVqdLZupIgtqp401tPPbPA4xIjmLZD0bx3OZS7pmRo9leq8PFxu1VLC3MZnC8GVtbOyetbcRF6Ln1O0N9+u3cedUIEAK7o92nn5lLuIk06nh2/jjM4Xqe31zCk9ePu0D/ExKJ5FwQ0jGhKEoakArsEkIcUBQlGfg5cAueppNnw1dAtqIow/A4FRYCN3Ta5m3gZmAbnkyNLUIIoSjK28CfFUVZ1XEe2cBZTwm52AjVqRvg3T01/LKjK/fKuXlaet2c8YMJD9MxNDGSx/95KiNi+czRrP3kkM9C/Vd/283iqZk02p1kJUfzzPsHuGdGDnDKg/2XLypkJEXiR3dvtI7UWVn53n5uuDSDtZ+Ua5p+6JpcDtQ0MCEjHqNe4AoTLC3MIjHSyNH6Vp+JCksLs9ErUFFn06IzNY12LVpuMuh46aYClhZm8/yWMq3hpdRt36FzPb5az+wd9U2IDPepeVYRwGOzx2DU67lr+giGD/DNGntsdh7/ddUIfrlxt/ZZa24Yz+1/3uFjN1ds2sdvbxivNbM0GXRaCYjUnORM2VfT7HO9v3fGKNITzdz5vRHERxopKszCLeCTg7XMGJPK/3ut2Gcy0YnPK1j1QQkv3jSBPdVNvP5VJY9cm8egODNuIVj/ZQW//9EEdlRacAt4Z2c1y2bkyGbWktNidbQTbzYyY0wqXxyuZ2Z+mpZ1tr64kpEDo/nhZekMTYz0s6l/+qLCx36qGnW0u0mMCveUt+kUnnj3IPf+IAero511Ww/x48nDpR2VSPoYQR0TiqL8HPgVnsaS4Yqi/BbPVAx1fOdZ0dEzYgnwLzzjQv8ohNirKMrDQLEQ4m1gHfCaoihlQD0e5wUd220A9gHtwO39cSJHqE7dLrfglxt3MSI5itumDsfudPPMvLFU1tt8buTUCF5No50Vm/axaHKmdhOnfmZ6ghlFgSZbG49cm8f+miYevW4Mig4efHsvT84dy4DocBlJkZwVx5vszJswhGc/LPGp/2+0OfjJ1GwOnbRy/1t7NO2uuHYM6/7vsI/+n9tcylPXj+Xuv+7k9z9DN0JxAAAgAElEQVQaT1HhCH71t1M3kQ/OyqXd7Wb66BQuSY+TEcCLgGBZYcHoXI/vHfV1utwY9J73SmubfbZLjTUxLMlMY2s79/1tZ0AbeV+Ho9ZbczurGgI2JtxX06Rllf3ieyP4tsHGf00fwYjkKMbIGz1JN+l8vY83G7E5XTz4zl4WFKSz7M1Tdi5QkEEd67jmozJqm9p4bnMpD12TS0VdC9kDY3hvdzVDk2L46f+cyphcOTef6TkDpVYlQVHtc4wpjHkFnolHt03xZDlU1LXy1eE67piWzd1/DW5TA607jze14XIL/vR5BSW1LSyemsniqcMJ0ykMT4rkyevHyWu3RNIHCZUxsRgYKYSoVxQlHSgBviOE2N5TBxdCvAu82+m1+70e24F5QfZ9FHi0p86lN3K6BXmwTt1HTlqxt7u5YlgCcyYMprS2GbeAMakxmlNC3dZ7saKOffLGZNAxJD6Cg8eaiTCGUVxRr9VPP3RNLgsnpmOxORgQHX7O/z8kfQ9vjUebwkiJNWlOiRsvz2DLgWPMHj+EL4/U+2l3+Vt7eOr6sTzmVfNvd7qxdZR6NNja2fRNNYunZpKeYCYpKpw/f3GY268c4dN08PBJKxX1ViKNYQyMCSc9QS52eguhssKC/Y0C1eMvm5FDbmos7+8/zp0bviHebOSu749g+czRWrPLn/1bJga9ngfe3ulnI5+8fiwlx5sBT58Tn3MUgUffFQxN4M6rRjA0KZIGWxtx5nCOnLQyJMHcbWeLRKJe71WH7aiUaO7+686A/aNWbNrHkiuzePr9Em1/u9ON0tGYMCk6nHU3F3D4RAtrPi7HYnNofVe8P2fZxl0MTTTLjAlJQNrb3fxjTw3LNu7i/pk5pCeYsTvdfHKwlnuuzmHtJ+XMnjBEa4AJp2zqkiuzaO3Q5KiUaFJjTT5NLpOiwtlf08RNk4aSFGWkss7GCx1ZjusXX06dtY1muxObwyVtqETShwjlmLALIeoBhBCViqIc7EmnhCQ0p1uQu90CszHw/PJvqhrIHRTLrZOHsffbJt76ppqZ+Wm0Ol0BHRnhYadGNo1KidE+U+0xcfBYs8/kDdXb/cDbe1lamM1P/2dHl24YJBIV1SGwv6aJ0tpmNhRXcdMVGdidLkwGHXPGD2Z9cSXLZuRw54ZveGhWbkDtltY2c+PlGX4TNzzTFFoZnRbH6s2e/ieLp2Yy+5J0TrS04XZ7ejx1/o4tLcwme2AU00bKKGFvIFRWWLASoWD9TSrqrBw41sRtUzIBcDhdRIWH8fA1o8lIjKKupY26jmkt3tidbspqm3lhS5kWjfZeRL+zs1pzcHg3WI0w6Pjtx2XEm43ceHkGj717KmL4yHVjeH5LqZbOLG2nJBRut6DdJchIjNAatt42JVNzNgTSbEqsye9mT6fA0sJsDtY08dg/D/pczx96Z2/AyPXmA7VUN9ilPiWAbzABYNUHBxmRHMWgODMnmtu4Z8ZIIgx67n1zF4/OHoNCYH0OiovgPq9sxqWF2by6rQKLzcHSwmza3W6/7F513y/K62h349eUVWpUIrn4CdXKdrCiKKvVHyC103PJOURdkMebjdx+ZRa3Tcnk4LEmjlqsHKpt4d3dNXxRfpJffG+EzyzoB2blMjolmnizgabWdl7/qpIFBels2lVNTIQh4AzqoUmR2oXh9x+XsXhqJk9fn8+6mwuIDg/TnBJwyts9Z/xg7E43CWaj9vqdG77hSJ31/P5HSS46VKfbj1/5kv3HmhHAA7NGM2ZQNKMHxfLk3DxyUqK5a/ooDhxrwu50E2sOrF2jXqfpUU2Zf2P7UYqmeRY5aoNCdUxjaW0LS/78NUfqrAFvep/bXMquqkap415CsKyw2ma737Zut6D8RAtfHaljd3UDddY2Igx6jjfZOXyihd3fNrL2k3Je2FLGS5+WMzI1muFJUYCOm1/+kv/889dUdzS/9EYds6gee8WmfcwrGKy9t3BiOgYdvHLrRFYvHMfzCy9hUFw4uamxrJo/Tktv9tbZr/++h5n5adpzaTv7Nqo2tx06SfmJFs0x2tX9Pi6ppaKuhQdm5vpoyWTQER/kun6iuc1Hp8tnjibKqCfaFMbLn3l6n3S+ngfKmHS5kfrsx3hrt6Kuha1lJ/n7N9X836E67nlzFz+eNIz/uCyDn/7Pdu7+6y5+s7kUm9NFrMmA1d5OWUfJnDcmg44Ig554r/Xjc5tLue/qHBZPzSQ11qQ5etX3va/zKXFmP5sqNSqR9A1CZUzc3em5zJY4jxxvsmuRNtUAZyRGkBZv9qmzv3fGKJZcmYXD5eayYYk8+8EBpo1KYd+xZtJiI5iZn6aVazy8aW/AEWJGncKz88eh0ylMz00hb3As97+1hwdnjcFidQS8MVBTQs3hYT6v1zbbZVd5SUjUJpfeoxpNBh0PXzuGDV9VcNXoVJ79sESLbJsMOsL0vqPGVEcaeHQ3YmAUf7hxAuW1LaycO5ZfrP8Gi82B6Fj/q9HCtna3plN1bKM3qgND6rh30LlfBBBwooXq7FJ1tb640k9fSwuziTcbqWm0MyI5irJaGykx4dz/9h7t8zcUV/npTI0oq9idbobEm1k5J4/I8DAMYToefHsvv/r3HFLjwkkwmxiWFKllbnQ+f/UzFMX3udRc3+RMypEC7VdUmIXJGKZpSW3qOiTBHNQ2Dok38/S8fJKjw2l1uslIMHP3X3f5jbtVr+cFGQk+GZOq9qU++yfeGow3G1kyLcsnM6xoWjY2p4vH3/MNXj23uZTnFoxj6XrPfo9cN4Zf/32Pz35PvLefOeMHaxk6nmuvIG9QLIdOtlBR1+pzLqrjrGhatqdcOYjDWmpUIrm4CZoxIYR4JdTP+TzJ/sjAGJNfpG1mfprmlACPIX78vQO0Ot2s3lzG3uoGbprkqTd1C7DYHOh1p8o1Kupaee3zChZNzmTJtCwWTc7Eaney71gTP/vTDpa+/jU6ReFgTRMLJ6bjdHlmTQfydqspoVUWm8/rcuyi5HQcb7JrDjNvLd//1h5umpSpNb8ET5p80bRsGmxOXt3mq91Xt1VgdXhKP0qOt/CT17bT6nRjbXNq6aBv7qjSFuqJZqP2PDnapN30eqNqW+q4d6D2i/DOCgs00ULNflF1FUhfz232RNwAfvbdLO5/aw/1VqfPArem0c6r2yp46vqxFBVm8eKNBawvrvS5kTMZdByps7Hszd0s+cvX7K5uxGJzkBhpJNEczvDkKO2GU6dTGJoYGVBnQvg+l5rrmwQrRzpddLdz1mRabATJ0eGalmoa7bz2eQU2hyugbWx1ujhSZ+PXf9/DUUsrD769lya7xzZ6o9q8VfPHMSkzkfWLL6eo0PM53iVyUp/9D2/tzhk/OGAWQ4LZGNBJ4HAJ7fUIg95Hn699XkFFXauPc1a9jlsdLlo7ruvemAw6pmYPYH1xJQ6XO+D7UqMSycVPyHGhkgvH0MRIRiRH+xj8zrWkqbEmfnhZOhmJkfz2h5cQFR7GrqpG7E43G7dX8cuOWr+MxAiyk6M66u59Ryf+ZsE4dIrCyjl5VFpaWV9cyT0zcjjRbKfB2kaUKYw7rxrhM2P6gVm5NLc6SI2L4On3DwKQkRjBimvztLpD2YhI0hm1NrXV6SInNZoRyVFMGZGsLU42bq9CQbBociaKAhEGHT+eNIw/fnaYB2bmYrE5fOqf1QW1mqK8aHIm64srefS6PFYvvIQ4cxjDB0QRbtDhcrmpqLMxr2AwEzMSSI83o9Mpfk0S1R4TcgRZ7yBYv4jOtkUt+VBtpLetVJsFKgqMHBjNlSOScHRkziREGvwyGiw2BwrgcsNT/zrgl3nhnUGhavDha8ag1wnSE07pRtV7nbWNlXPzWbZxl1+PCfUz5PjQvkuocqRQ0d1AWZMFGbE8NjtPq833NJ42BrSN+YPjUBAkfn8kTa0eh0SMKYwHZ+Xy4Dt7fbQ4fkgcQ5M8DrW8tDiqG+x+GR6qPmXj1v6Dd8PVUSnRWhbjxu1V1DR63os0Be51lthhW+eMH0zJ8WbWbS3320aVjWpX1xdXcuPlGUwcGs/g+DEs98oOXjV/HOMGx7FsRg4rO8aQetvllXPzSY83n9f/H4lE0vNIx0QvRadTyEmNCWjw1QvFLZOGatFl9aZq5MBozQFxvMlOvCmMB68Zw5otJTx8zRgtbVkt4/jtR2XcPGkov9lcisXm4NHZecSZw4gzR3GiuY3c5CgQkJNaQJvTxYDocJwuNwmRnpu73EGx1FvbqG6ws9hrZrpsRCTxJlA6s9oFXm0AeN8PRuF0CW0Bo/aM+OGl6UQYdX4OsuUzR9PU6uSFLWXMnTCYdVvLufv7I7n7r7uw2BzcedUIEIKXP6vgpisyfFKdVX3OyE1h5B1TqKy3YpZTOXolOp1C5oCokDdx3tkv3v92vrEzGXT89ofj2Xm0AZNBx8tbD/PQNbk88PapG7UV147hUa9JLydaHCyanMnIlCgMOh1PvLdfiyI/fE0usWYjL35SRmFOCidb2pmRmwL4NlbNSIxg7Y0FGPQKA2NMpMebGZ8eH9LZIukbdLUcyRtPc2s9v7o6h7s6JhqkxpqYNiqFAVFGFk/NxC1ACKhusLHiWt+buOUzR7P6wxK+OyqZ9AQzr39ZwYOzcnnyPU8g4cnrx6JTYEhcBLmDYgkLOxV9DuUMPNOyFMnFycAYExmJEdxwaUbAcZ8Wm4OBMeE8OjvPZyz3L743AkOYp/yy1eliQ3GVnyPhwVm5NLU6eHJuHhX1rVr53WufV3DvjBwuHRbPuwE0OCM3hVEp0TS1Ohg9aAI7Ki243J4mnAa9TmpR0msQQmCxWACIj49HUaQuu4IiRNeaMPUFCgoKRHFx8YU+jS7TeRFQkBHL/IkZ3P/WHhZNzgzogX74mtGAjjUfl3LX9FFU1FkZkxbLnupGjHqFFodLW9C8ucMz9vN3PxpP6bFmBsWZ+bbBRqPdxbqt5fxmwTjcgtMuQspPtHD16k/9zuXdEJ3z+wHdtkAXmz67QzCNeHeBv39mDk/+66DfNs8vvISaplYUPDd1e75txOX26Fe9QXzq+rHoFVjxj/0+Xeifun4sB44Fjtb0c31CNzXam/UZrMeEvd3F2k9O/e1TY0386uocqiytZA+M4uFNe8lMjOTWycNobHUSG2Eg3KDj5j9+5aeXdTcXUF1vo7bFgcPlJis5mse9HBh3XjWCjTuOsnrhJdRZHew82sCG4iofPUrNdYs+YUO7ezPvvf1tUzJ5YYvHPi6bMZJWp4u8tFi+OdpItElPWpyZ2iY7+UNi+bT0pN+1XV0nPHn9WJ55/wAz89NY85Fnuswrt17KgOjwbjnF5LXehz6hz1C43YLPyk9y2yvFfn/zxVMzGRxvpvjwCWaPH4zDBRark4RIAy9vPQzAnAlDiI0IY/Fr24k3G7XMNZ0CuYNi+clr21k5Jw+TUc/RehtvbD/KDy/LIHNAJNNGDgQImp0jtXha+rw+LyT19fUseuUrHNZmWpstRCUOwuVo9XtsjIgmzKDn1Z8VkpCQcKFPu7cRUKNBMyYURXkKKBNC/KHT6z8Bhgkh7unZ85N0RqdTmJ4zkLU3FlBcUU9WcjTPvH+ARZMzSY+P0KIoqrEHGBQXwW8+LGHx1OE+Hu5HrhvDM++X+EUPH74mlzVbSrkscwBNx5sBSE+IYNHkTBIjjdz4xy/9amM7j+o701RVSf8hmEZU3eanxZAQGR5wmya7s6P7fDhuPA3dvKODRdOyebpj0d25qZutrT3oOD2pz76DdySt3trG5KxEapracLS7tQVxtElPtMmgRaDVyLLV7sTpErzy2WGqG9p46Jpcv+he0bRsWtpcREUYeHZzGTWNdpZMy/JxOmQnR/HjScNYsPZzv8iimvYsNdf/6Go5kkrnnhQmg44RyVGMGBjNodpmmuztbNpVzYKCdO0an5EYwe3fzfbJiPRuXFlyvFmr6VezK3/e0SC4OxkP8lrfv9DpFBxOd8CyuIkZCbyz8yjTclKorLf7ZJ09ct0YIgx6jHodja1OzZ6qTrGiadkcPtmCyaCjurGVyVlJGPQKT8zJIzU2QiuJC+XQk1qUXAwYzdHoDbI4oTuE+t+aBvwywOsvArsA6Zg4D1RabFqJxJJpWVTUtbLmozKWTMvymWmuGu70+FxmjEn1a1J0tN6GxebQml+qXusGm4Npo1II00GLw+U5Zn0r67aWMyEjrkuG/0xSVSX9i2AaURO2bps6nEMdY8U6b1NRb2Ps4Dhu//MOLXNozQ3j2VnVgMsN64sruf27Waz5uMznmCaDjhMtbdpjqc++TeeSj8jaFjbvP6aV8SyanMlvPvRtiLli0z4WTc7k9j/v4Nn549h/rInyEy2sL67U7KQQHo3NmzCEFz4q02qhO9dHP/Hefq4dl+bXHE7NCpKa6790pRxJxfuGa+P2Ku6dMYqwMB23/3kHiyZnsurD3SyanOnT3LWirpU1H5fy8i0T2VZeh8uNT+NKITw6HT8kjsVTPc0xtUyfAMGGYMhrff8jMjwsYFncSx1lb0IomlMCTo1DVrN1nl0wLqA9vXZcGstnjqa93Y3F5uTODTtZv/hyhiZ5dFh+oiVg01hVq1KLEknfJOhUDiBcBKjzEEK4OYMUIcmZ0dkrrNZPb9xexT0zcnwWJ/FmI3VWB8kxJj+HwobiKh6+5lQDwZc+LccUpuflzypYvaWUnNRYsgZEkWg2smlXNavmjyMjIXA3+c6Gv6ud8yX9l6GJkTw2O89HI4/PziMqXM+SaVkoeDS6fOZon22KpmXzRnEVO6saNE0XVzTy8Ka9ZCVHoyhw7bg0BsaEc8OlGT77PnLdGN7YfpSN2z0jIKU++xfDkiIZnRar9RYJljmTHh/BbVM8i+as5Che2VbBT/8ti3Vby3lhSxnrtpZzw6UZ/OmLSs3Z8OCsXCIMer8u8+5OV0z1uFJzkq7SeVpQcoxJCzQoiuc6r2ZMelNR18q+b5sYGGNi3dZyzSmxfOZoNu3yTDcqq21mdUfGj4oabOgK8lrfv3C7BZHhepYWZvtNibM73Sx/a482gtsbb3v7xD/3U1Q4wseeLp46nCijnmFJZt7ZVY2CR9e2juAYhM7OAalFiaSvEipjolVRlGwhRKn3i4qiZAOtQfaR9DDeXuGN26u4a/pIXvv8CDPz07A62jXDnZ8Ww4JL01mxaR+3TckM2Gm+zupg1byx7DvWjBCnIioAJ1vaGJpoZlCciZdvuVQz7p2nFgQy/N1NVZX0P3Q6hfHpcVrTtkijnjqrQ7tpXFqYhcXmoNnu9GnspjbYcvmuT6ioa6XkeDMvfVrO8pmjeeb9EhrtTtbdPBGdgl+DwZQYE9NHp3CiReqzP+B2Cw6ftGLpNA40UISturGVF7aUdTiz8jCGKfzliwpWzR9Hi91JRX0r//3ZEc1W2p1uHO1uTbvenzVqYDRLpmVpXetNBh1TspKYc0ma1JykS6THm3nq+nwsVgcmg579x5o0nUWF67ltyjC+bWwNqOV6m5M3tx5m0eRMhiaaOWqxkZEQwV3TR1HTYGNMWuxZRZnltb7/4N2358eThpEQ6T8WNN5sZGBMeMhsyIq6VppsDn57w3i+6chyXPvJIRYUpHPvm7v5z+9m8dftngbVqbGndHi6jAipRYmkbxIqY+J+4J+KotyiKEpex8+twD863pOcB1SvcEZiBHPGDyYx0sgDM3PZtKuaI3U2TAYdqbEmfvrdLC2qsnG7pwNy58jz619VougUXvq0nDUflfnUR8eZDeSlxVEwNJHMAZ6xYarhf7doCq8vvox3i6YErUVVU1Uvz0zS9pdIvElPiGRUSgwvfVpOS5uLp98/1ehyQ7Enq+EvX1ZiCtNrGrXYHNzfEfHzxmTQUZARz9LCbF7YUkZJbQt3TBvBhMFxXDHco8GwMJ2myaFJUQxPlvrsD6gL6n9//lMOHm/2yTLrbBeXFnoyckBNQd7NPTNyKKltYcWmfZjDw7Tos4rJoGP4gCi/aN3SwmwefXc/L31azo2XZ5CRGMGq+eOYODRBak7SZaoabNgcLk5aHdz/9l7c4lSmZKQhjKf+dVCbctD5Gq82BF63tZyjFhtpcRH86u97uOMvX7Pqw1IstnZeuOGSs4oyy2t9/0DtdVJR18rvPynHbAzzyeRJjTVx0xUZPPP+AR6YmRtQi+rzk1YnD23ay8SMBPQ6mJmfpmWZPfD2XmZfko5egfITVspPtOB2iy5lREgtSiR9j6AZE0KIfyqKch1wN3BHx8t7gLlCiN3n4+QkpxpgOl1ulm3c5dPY6r09NfzieyOwOto54BVVqWm0a70khiaaiTDoMYfrWDgxnUijjvtnjubhDieGOh5PpxDS4SCbCUnOFp1OYXRqNIunZpIW65uKXNNo59VtFTw9L5+91Y384cYJnGxuIzxMr0VXOjdt/fMXh7nlO8P5eaSRSGMYeYNjMJlkk6H+jnfzwI3bq/jF90bw7Icl1DTaWV9cqdXhZydH85jXVA3wOCdKa1s0jR6tt/HIdWP49d9PNRV8dHYe6fFmMgdEMapoChV1Vr4+2uBTt796SynrF19OXlqcXCxLusXxpjYeeHsvt03J9NNwfEfU2vsaHx6mY0xaDA+9s9dnjO2QhAjueXM3FXWeBFe7081/vfEN/7hjSsAxjBKJN96lFDWNdh57d7+mQ7vTzbyCwVrWmKO9gievH4uz3UV8pNFHi94NgOttDlZv9u0FZXe62X+sCYAfv1Ls0+RSZkRIJP2PUFM5woQQe4Cbz+P5SAJQabFpTgnwbarmFoK0uAiOWnxTO9Woidp47YUbLuGS9Di+OdoAwJIrs7C3uxEC6qxtLH9rjxyzJDnn1DTaWb3Z07w1ULmRxerksX8eZMm0LO31ktoWTnRq2mpta+f9fScZk5bAbz8uY9X8cQyJl7WlEv8FtVsIn/KgnUcbNQ1abA6ffU0GHW3tbq3B8EuflvOHH41n1fxxHDjWhMsNqzeXEKZTmJU/iMwBURxvsgdcbLc6XXIRLek23iWaJoNO0/Cd38sm2hSm2c2aRrvWVPXFGycwMz9Nay7YYHMQYzJoTgkVu9PNiRa7FmGWSIIRqJRiWFKkZku9gwu7qpso+svXANzzg5HcNX0UpbXNfk1YEyKNAcszXG60CV2dm1zKwJhE0r8IVcrxpfpAUZTnz8O59DvcbkH5iRa2HTrJodoWjpz0PFZT2VRCjVp0ugRHLa28s7PaL7Vz+czRvLmjCpNBR2KUkVte/oon/nmQ33xYik5R2Li9inVbyxECFk3OpOR4s9+xJZJAeGs3mGYCbaOmg27cXsUDs3L99BobcSpdVK+g6dq7aevAGBP2dk/0+rJhCSFLjCR9h65oDvybB1odLlZvLuOFLWWs+aiMFke7psFg6fAmgw6dAksLs0FRuHPDN6ze7Nm/oq6VZRt3caTOGvB46melxJi6dL6S/kEo/brdgkO1LWw5cBxTmI77fjCSTw7W8vA1HhtpdbhotLtoc7n9GvkuLczG5vQ409TmgtkpMQxOiPBLvS8qzMLmcEk99gO6ai+D7SsEPH39WJYWZpGfFsNNV2Sw59tGzZYebWgNaPea7S4ee3c/EQa9TxNWdURoZ/0WTcvmi/ITjOjoz7NkWhbxZmOXG7JKJJK+Rai8Z+9V/nd68qCKoiQA64GhwBFgvhDCEmC7m4Ffdzx9RAjxSsfrHwOpnGrCOV0IUduT53iuUeugvRtLLi3M5tVtFX6zxdWbuc5e5kijnqFJkTzxz/0sKEjXRjLpdZCTEsPvPvbU6D8wK5dDx5v9Mi4WT80k0WzE3u5m3dbygLOiJZLOBNJuZ80E2yY1Nlybad7Y6mBpYTbpCWZ0isIT7+1n4cR0lhZ6+qH8eNIwFk5M5/Wv/HX93VHJWv2+1GnfpyuaU1Frk9Vt9Ypv08uN26u486oRrPqghNc+r2Dx1Ewyk6KoaWzV7O/ymaNpanXy6rYK5hUMDjk2ufPxTAYdL9xwCftqmrt0vpK+Tyj9AgHXAtdPGExStJHFUzPJTo6mtLaZFzaXcut3hmlRa50CaXEmXvzEk7FjMuhYOTefKcOT0OkUTZfxZqM2Nlfqse/THXvZlX0fm53Hc5tLmDU2zacZu3otD7SGTYuPYGlhNglmI5WWVm1EaGpMOM8vvITd3zbicsOWA8eYOyGdX/51p8/npMTIsZ8SSX9ECTAR1POGouwQQozv/LhHDqooTwL1QognFEW5B4gXQizrtE0CUAwUAALYDkwQQlg6HBN3CSGKu3PcgoICUVzcrV3OGeUnWrh69ad+zgbvmfdqacVXR+rYV91Enc2BW3giyemJZsyGMNZtPcSc8UP4wyeHmJmfRkZCBC1t7aTFm2mwOYgwhvHqZ+VcljmANR/5phs/OTeP2uY2XviozO88ZFnHWdPt1V5v0mcojpxs4c2vq7XRiBu3V2GxOXw001nfqbEm5hUMJi8tlkO1LQg8qZvRJgNNrU5twaxONJgzfjDRJj35g2NpsDpptrdzoqWNP31RicXmkPX7PUO3/vO6qk+3W3CkzsrxJjsDY3qmLjiYvQxmp9xuwe7qBjYfqCXCoEenKFpttMmg494Zo3AJQXKMicjwMGobbJywOhkYY+JInU1rIghoJR2hjq3+zmottBDw7893/XwlAel1NvRMtR1Kv0DA9xZPzeSyYQlUW+ys+biUe2bk8IsN3zAiOYrbpg6n1dFOpDEMm8NJekIkKPjV4avne6K5jZtf/lLqsWfpdfpUCaS3jMQIVi+8BJvDFVK7odamb+6o4sbLMzRnREZiBI/PzmdHpYXhHc0nG6wO6m0Ohg+I4tCJFs1Rcf/M0bTYnUzKSsLudGHQ67A5XJgNeha8+Lnf8f5xxxSGJ0ttngW9Vp8XM0IILBYLQghue7UYh7WZ1mYLUYmDcDlaAz7WG8JYd/NEEhISLvTp9zYCasSJUWIAACAASURBVDRUxsQoRVF2dew4vOOx+kFCCJF/FidzLfDdjsevAB8Dyzpt833gAyFEPYCiKB8AM4C/nMVxew2hyjPUx2pEbkBUOG0uN2s/OZXVcOdVI7Aa2pk2KkVzSuh1kBpnoq7FydLXv9a2fXx2Pr/ZfNDnWCaDjpEp0cREGEJGAyUSb9xuwY7KBh8tqs2tvDXjre/UWJPPYkaNiLzyWQXGMIW7p4/y6zWhOtHUzt/ekb7HZucRG2E4/7+85LScTaQuFKFm2geyUzqdQl5aHNUNdi1ivLQwm7S4CHSKok0+SIoOp7y2BUurk43bq5g7YbCWPabyzs5qHp+dx71/2x10bHLnJsHbDp2UdrWPcTbaDqVfIQg4hjE7OZoqSyst9nZ+dfVoDGHw2Ow87vvbbor+8rVme9cXV7Li2jwmZyX5nYeqy+5+fyQXN53/3qmxJhYUpLNg7een1W4wreh1vo3V9TqYPDyJKJMevU7hF50yfnSKJ4j2yxkjqWtp4/ktnklwry+O4/LMJO2zg9nKEy126ZiQ9DosFgsLn/47v1v0bxf6VPosoRwTOefwuAOFEDUdj48BAwNskwYc9Xpe1fGaysuKoriAjXjKPC6qgslgM5rV38J7XrPLDas+KPEpxVj1QQmv3nopN3VEQdQbOZNBxx9vKWD9/7scm9PjGU+PNxNu0PktqPLS4og2WQOeR4RBz7ZDJ3ss4inpGxyps3Jfxw0a+JYFqXoFX33PGT9Yc0qo+zy3uZQXbyogTKdw4FhT0PRQi83BsKRINi2ZzIHjzZQcb+apfx30K3cKxLmI3EtC4z0RA/wbmZ0pp5tpHwh13PHIO6Z4ur4LuKsjXdj7MxZNzmTd1nKKpmWz5cAxVs7N95mAdOdVI0lPiGD94suxOVwkR5vQ6+CLw3VBdXUm5yvp3ZyNtk+nB+/3VGfs3X/dSbzZyLyCwSQ5XQxLiuE7w8wkRBrZUWnB5Yb1xZUsKEhn+Vu7efmWS4OeR7DjKyiUn2iRtrGP0fnvHegaHEy7wbRSkJGgNWNdt7WcVfPHMT49no9La4k06n3Ki8wGPcvfOjWZY9HkTO2xqnm3W3D4pBWBkLZSclFhMEdf6FPo04RyTMwGPgN2CCHau/vBiqJ8CKQEeOtX3k+EEEJRlO46FX4ohKhWFCUaj2PiRuDVIOexGFgMkJ6e3s3DnDsC1SWr9XlqjbIQHm+yTlGINxv9xtrV2xwBIy11LU4+r61nYkYC6fFmwsJ0QccuBTqPR64bQ9HrX1NR1yprUc8xvVWfwQgWTRkxMNonguytK0XxjwjanW6+OFzPS5+W85sF47RIoDrScdX8cVRZbOSlxRKmV7A6XDz1rwM+XeZD3RScq8h9f6O7+jxXkdlAdqpz1kIgdDqF4clRDEuK5OOS2oDnFm3Ss2hyJvZ2F/81fRQThsSTlxbL8SY7Tpdg+Vu7NVv4zLxxAGwrr8MtPNkUy2bk+OnqTM9X0n3Olw09G22fTg/evSB+dXUOJbXN/Px72Sj4liCtmj+OAdFGbYrBvAlDUBSYNTaNEy1tQR0MwdYbP1//TZecvJIz50Jc4/367OgCX4MDaTeYVidlJvqNmT1SZ2XFpn0snJhOdnI0bregpLaFjTs85ZhqBnBUuN5H897XZzWbrXP/E2krzw8X2xq0NyCEoKGh4UKfRp8lVI+Jp4FJwChgN/B/eBwVn6nlFWd8UEU5CHxXCFGjKEoq8LEQYmSnbf6jY5ufdDz/Q8d2f+m03S1AgRBiyemO29vqp7zrkgdEeaJwx5rspMSY/BqnqU4L1TlhMuhYv/gKFqzd5hdp8TbwK+fmMyt/UMgFh/d5RBj0mlNCRdainhF9sr4vWP1poHpQrb65pY2b/+hf3+zdT+W9pVNwC8/i32zUI4Sgor7VJ3LtPQ9d5fXFl/mkhZ7uPKWOfejxHhPn8v+9cx+H7kZ5g9VdL546nBWb9vk5sI7UWYPW/q/eXOaTSh8oWn225yvpXTb0bLUdSg9ut6Cizsr2ygZ+/XdPRlpRYZZWMud9PPW6H282+pXIhXIwqMevqLPy9dEG3iiu8llPSNvYbXqVPjvju64L81krwul79HTFdn11pI6vDls0DS4tzOLv31SzoCDdR5ePzc5jfHoc6QmezwnWg2pwXAQjU6Jl/6ieoVfr82Klvr6eBU+/RVtzI3FDsoP2lZA9JrpEQI0GHRcqhLhLCDEJT9bDvUA9cCuwR1GUfWd5Mm8DN3c8vhl4K8A2/wKmK4oSryhKPDAd+JeiKGGKoiQBKIpiAGYCe87yfC4Iav3n5ZlJDE+OYmiS57Fb4Jcy+tzmUm6dlMHtV2ZRVJjFizcWkDMwmpVz87XRS/MKBmtOCXU/77F2XTkPm8MVcPa5HN0kgVPRFO9xX6vmj2NYkn90Q9XVxIwEv33UsYzg0dexJk/k5orhSYwdEk9MhFFzSqjbrN5Syk1XeL4DS6ZlsbQwK2jn7lDRTcm5I5g+eiL65W2nMjsarQUi2Ji8QOe2bEaO5pSAUynOaglQIA2ZjXpuvzKL26Zk0tbuYuHE9IC66ur5Si4OzlbbofSg0ykI0JwSAO4AvSfsTjdOl4tV88cxryBwev6ROmvA74B6fJNBz+rNZX4ZmNI29i289ZaXFtst7ar7Xjo0EfCUrQUaOWrU63w0uKG4intm5Pjp8r6/7faUeXRovnMPqjnjB+MWEGEMw+lyS1sp6fWEmWVGz7kiVCmHSgQQA8R2/HyLJ4PibHgC2KAoyiKgApgPoChKAfBTIcRtQoh6RVFWAF917PNwx2uReBwUBkAPfAi8eJbn0ytQvdQlXqM9VeLNRuLMRlZ9uNcnGyI11sTLt0zkRLOdVqf7rNOoZW20JBRq3X6gsqBQ+0zPGcjaGydQ02inuqHVJ/PBZNAxMNrEzqMWahrtpMZGYG1rD/gdiIkw+GQEjUyJ0aIw3kgdXxjORB+nozu9Qk5XwjMjN4XRS6dwvKmNeqsDq8NfZ6rNDKShjMQIok0GfvPhKQ0unzlajrbrB5wLbXsTyBGm6k+9edPrwKDXMz1noJ82oaPE09rGgWPBR9VK29j/OBPtns6Wut2CZruTRZMztZKNjdurKK1tOe06VNVgoKyflXPzGd/hSJNI+gLqJI/4+HgURer6dATNmFAUZa2iKP8HrAeuwFPGMU8IUSCEuPVsDiqEqBNCFAohsoUQ31NLQ4QQxUKI27y2+6MQIqvj5+WO16xCiAlCiHwhRK4QYqkQwnU259MbUC8CV6/+lD3fNmmebZV5BYO5/+29ftkQ/1tyklv/+ytAITXW5Ldfdxcc5zLiKekbnEkkuNJiY3uFhd9+XIYpTI/F5gA8+vrNgnFsr7SwYO3n/PR/drBg7Tba2l0BvwPBotudkTq+cPRkpoC3XfyPF7/g6tWf8t7eY36RO5VgDQq9NbKvppmbX/6Sn/1pB0frbUFtZiAN3RMgw2LFpn24fNfhkj7KucyCMRvDfLS4cXsVSwuzyUiM4MbLM1i3tZzVm8tYsHYb7+8/Tka8OaB2DTpdyO+AtI39k+5qN5QtdbsFWw4ep7K+lXVby3lhSxkvfVrOjZdnYNQrp12HqhoMlPXTlSxfieRiwmlrYfEftmCxWC70qVwUBHVMAOlAOJ6pGdV4pmLIbh/nCO+LgDqZwHvhMCTeHNALrTYW/OXGXQyJN/uUdpzJgkP1rL9bNIXXF1/Gu0VTZFMsyVlzvMnOhuIqFhSks764kkWTMykqzOJ3P5rAoDgTv/77Hp/FyYPv7OXx2Xk+Wh6RHN3l8gyp475BVxwN3pyuhKfz520o9tz8BbKZnTX0jzum4BYi4OefaJFp8JKzw+Fy+Vz3LTYHZoOep64fG7Bko7Xd5afdpYXZAZtie38HpG2UdIVQtvRInZVdVY083MlJu3pLKWOHxJ3W8aVqcNzgOFlyKekXGMyyf09XCVrKIYSYoXhyTnLxNMH8L2CMoij1wDYhxAPn6Rz7Bd4XAe9Z0bmDojlwrJnaZnvI8aJ2p5vjzXZm5Q8iLy32rFJNVc+6bIQl6SkGxpiw2By89nmFT7fuYYlmDhzzL12qqGslzhzm0wVcCAJ+B4JlBEkdX/x0dxLC6dLUO39eTaOdV7dV8MqtlyIQfjYzkIZkGrzkXJAYGa45bRUFhIA/fnaYB2blBvwOVFlaeXVbhc/2r26r4DcLx51Wo9I2Sk5HKFt6vMketAcK0KWyEZ1OYWhSpLSnEonEh1AZEwgPe4B3gX/imcwxHFh6Hs6tX6FeBFTUWdEjB8YwKiWGDcVH/bIovBsIqsZcNlyT9EbU1E2LzcGajzxpn6M6+kOkxkYETP1MiAz30fKwJJmC3N/obBch9ML1dGnqgT7PYnMwIDq8SzZTalByrhiaGMmyGTlaavy6reUsm5FDRkJkwO9AaqxJs6cvbCljzUdlWGwOBkaHS41KzppQtnRgjAm9QkBdDozp+jpUlhVJJJLOhBoXWoQnU2IS4KRjVGjHz24hxEVXVdubR+GotdQr39vPzPw0Yk168gbHIYRnMa3XwcmWNgx6HTaHC6dLsPyt3VTUtZ52TJjkgtBvRjV1tTlhe7ubvTWNWoPL3NQYwsJ0tLe7+fvOaq2cw2TQ8ch1Y7hubBphYbqAx5IjGHuEHh8XejYE0hFw2gZsgfYJNZYx1Od15zylBs85fdaGeus2NdaEy42mJ3VsuKotCPwdmJ4zkPf3Hw+oZQj+HZD0GH1Kn92xpWqPidLjLbz+VSUz89PQ62BiRgJXZCb6Xbe7clyp1R6nT+mzt6COC3W52kOOCO382NXu5M9F35cjQ30JqNFQUzmGAm8AvxBC1JyLM5KcQp1c4HS5WfXBQRYUpHPrf38VdPHsdgtevuVSacwlF5Su3ui53SLoIjosTMd1Y9PITo7iWKOdlFgTuamxARc3MgW5bxJKR8HSgkPtE0wjPTFZQWpQcjZ46zbebOSmKzJ8Jg0Fsp/BNBtKy1Kjkq7SXVuq0ylMGzmQ7OQoBsaYuO9vu8/Y0SvtqUQi8SaoW1MIcacQYqN0Spw/Ki02lm3cxcz8tKDzyVVCzZkONMNcIjkXnK5zt6rD3dWNrHxvf1BNh4XpGDsknu+PSWXskPhuRVwkFz+hdOSdFjw0MZIjddYOTTV0qzGmSuc0Y0DaS8l5w1vrc8YP1pwScErDu6sbfPQYLDVep1MYmhip1f2rdlci6Q7B7O/u6oagetLpFFxuNKeE937eNliuRyUSSXcIlTEhOc+ojdnUSRveBGr4FsjL/cINl+BoF2eVqiyRdJVgzQnrrG0cONbso8Oiadm89nkFNY12bbtgTQwl/YuuNLnsbO+KCrO61RgzED1R2iGRdAdvrQe71m8+UMvqzWWn1aPUr6QnCGZ/Nx+opbrBHlRPp7PbUp8SiaS7yLBkL8K7MVtXGr4F8nLvqmo8oyiiRHImmI1hAbWqoPjpcPWWUuaMH+yzney+LYGuNbnsbO/comt2MhTdHUcqkZwtnbUeSMOujnu90+lR6lfSEwSzvy43IfV0Orst9SmRSLqLdEz0ItQOxe/srPabwBGoU3Egb3WwEU5yLrTkXOBwuQJOi6m3tgXUob7D4sju2xJvutKdvbO927i9qkt2MhShIn4SybnAW+sbt1extDD4tC0IrUepX0lPEMj+qjoMpafT2W2pT4lE0l1kKUcvQmtmlRJNvbWN9Ysvx+ZwBZ10EGjOtDrCSc6FlpwPEiPDWV9cyaLJmSgKCAHriytZvXB8QB0Wjkpm0vBE2bBV4kNXmlJ2tnc1jXbWF1eyfvHltDpdZ6SpQDZU2kvJuaSz1lNiTEwfncKJFjsRBj1Fr3+tlbtBaD1K/Up6AlWTaYsvZ/OBWlxutLLLUHo6nd2W+pRIJN1FZkz0MtQmVwVDExk7JJ4rhgefAx3IW503OFbOhZacN4YmRrJsRg7rtpbzwpYy1m0tZ9mMHHJTYwLqMC8t7rSzzSX9k2AN/lQC2btlM3LOSlNdydSQSHoan4auSVEMT/Y8zkuLY9mMnC7rUepX0lPodAp5aXGMSolh3dZyzSlxOj2FsttSnxKJpLvIjImLgEDzpXU6Jai3GjircXgSSVcJFTHxfn1AlAm9zjM9JlgGkEQSip4Y9RnsM0feMYXKeitmYxgDY8J78Kwlkq7jrfF6axsGvQ6bw8WROmtArZ+L74Sk/3KmeuruGlXqUyKRBEM6Jno5gboaPzY7j/HpcaQnRAadAS3nQkvOF8E0qL4+NDEyYGfu6TkDqbTY/BYzEkkwujvzPtiCuTMHjzfLzvGSC46q1zprG9822Fm2cddpNdnd74REEopAegplR083eUPqUyKRdAdZytHLCdTV+L6/7ebNr6t5b+8xORNa0usJ1pn7s/I6rl79Kf/x4hdcvfpTqWdJj6IumE+nMdk5XtIb8NbrxwdPak4JkJqUXDhOZ0el/ZRIJD2JdEz0coJ1NXaL0GOcJJLeQjANF1fUy8WM5JzR1QWz7Bwv6Q1461VR5HQtSe/gdHZU2k+JRNKTSMfEOcTtFpSfaGHboZOUn2g5o2hwsDnRQkjjLzk7ekKfXSHUjHRvpJ77J+dKh11dMAfTp+wcLzkTzlTPnfUqNSk5F3RXn6ezo9J+SiSSnuSCOCYURUlQFOUDRVFKO/6ND7Lde4qiNCiKsqnT68MURflCUZQyRVHWK4piPD9n3nW6mkZ8OkLNl5bGX3Km9JQ+u0IgDa+cm8+mXdU+20k99z/OpQ67umCWneMlPcXZ6Nlbrxu3V1E0LVtqUtKjnIk+T2dHpf2USCQ9yYVqfnkPsFkI8YSiKPd0PF8WYLunADPwk06vrwSeFUK8rijK74FFwO/O5Ql3l2Dpb6OKpnSrCZB31/j9x5ooOd7Ma5////buP0quss7z+PuTpEPSEsgPQggqMmTYZQA1o9Gz4iIR4oruruAuI7AqcQaGAyfOgKwuMMzuOq5zVkVx2MEBEX8giwYR0QwyOBDEYRaUBAjhh4xAiIpCwKSD+Wk66e/+cZ9KiqIqXdXdVfeprs/rnD5d92d/u/rT91Y99Tz3/pyBrTt88LcRG6t8NqPelbkPmdFP38QJL7tglvPcW9qZw8oL5uEy5ivH21gZTZ6r8/rsi9u5YeUvuPqDC+ibKF8c2MbESPI53HHUx08zG0tlNUycBCxMj68F7qJOw0RELJe0sHqeJAHHA/+lavuPk1nDxN66v7X6gnvCBDHvwH35vQNewZFz9+OYebN88LdRGct8NqPelbn9YsbamcNWXjD7yvE2FkaTZ7/Bs3YbST6byaWPn2Z7FxEMDAwwY8YMirex1khZDRNzIuLZ9Pg5YE4L284CNkbEzjT9DPDKRitLOhs4G+CQQw4ZQakjU+n+VjtmdDRd1X3wH3/GUz5b5Tznr935bHcOnbHxr6xjaD2jzbPzOv6Mh3w6l+NXTvkczwa3b+FPr1rOl86B6dOnAzBz5kw3UtTRtmtMSLpD0iN1vk6qXi8iAmjbPQIj4uqIWBARC2bPnt2uH/MyHndnzXA+LWftzqdzaKNV1jG0HufZajmflrOc8pmziGDDhg0MDAyMfCcTxJLrVnD6Zct436e/M7p9jWNt6zEREYsaLZO0TtLciHhW0lzg+RZ2vR6YLmlS6jXxKuBXw2zTce6WaTlzPi0HzqGNJ86z5cz5NGtdRLBmzRrOW/oAO7ZuZteuncNv1MDk/mns2jGJCX2DY1jh+FLWUI5lwGLgU+n795rdMCJC0g+BU4ClrW7fSe7+ZjlzPi0HzqGNJ86z5cz5NGvNwMAAZ13xfabNnUffVLFzk3s6tFMptwulaJB4h6QngEVpGkkLJF1TWUnS3cCNwAmSnpH0zrToQuACSU9SXHPiyx2t3szMzMzMzMa1SVOnlV1Czyilx0RErAdOqDN/JXBW1fSxDbZfA7y5bQWamZmZmZmZjaHKXToA36mjRlk9JszMzMzMzMx6xuD2LSy5bgVnXLncF8GsUdY1JszMzMzMzMx6yuT+aUzs89vwWu4xYWZmZmZmZmalcVNNlaGhYO36Laz77Xbm7OfbKFn3cYYtV86m5cR5tPHK2TazbuWGiWRoKLjt0ee44Fur2D44xJS+CVz2vvmceNRBPqBbV3CGLVfOpuXEebTxytk2s27moRzJ2vVbdh/IAbYPDnHBt1axdv2Wkisza44zbLlyNi0nzqONV862mXUzN0wk6367ffeBvGL74BDPb9peUkVmrXGGLVfOpuXEebTxytk2G72IYMOGDURE2aX0HDdMJHP2m8KUvpc+HVP6JnDgtCklVWTWGmfYcuVsWk6cRxuvnG2z0RsYGOC0z37Xt/IsgRsmkkNnvYLL3jd/9wG9Mi7v0FmvKLkys+Y4w5YrZ9Ny4jzaeOVsm42Nvv5pZZfQk3zxy2TCBHHiUQdxxJ8fy/ObtnPgNF/J2LqLM2y5cjYtJ86jjVfOtpl1MzdMVJkwQRw2e18Om71v2aWYjYgzbLlyNi0nzqONV862mXWrnm+Y8P2eLWfOp+XM+bTcOaOWM+fTLE8R4WtMlKCnGyZ8v2fLmfNpOXM+LXfOqOXM+TTL1+C2LSy5bgVDg9vYtWtn2eX0jJ6++KXv92w5cz4tZ86n5c4ZtZw5n2Z5m9w/jb6pvghmJ/V0w4Tv92w5cz4tZ86n5c4ZtZw5n2Z5iQg2bNjgIRwlKqVhQtJMSbdLeiJ9n9FgvdskbZR0S838r0l6WtKq9DV/JHX4fs+WM+fTcuZ8Wu6cUcuZ82mWl4GBAc64cjnnfuWfPHyjJGX1mLgIWB4RhwPL03Q9lwIfbLDsYxExP32tGkkRvt+z5cz5tJw5n5Y7Z9Ry5nya5aevf7+ODd+oXGAzIjry87pBWRe/PAlYmB5fC9wFXFi7UkQsl7Swdv5Y8f2eLWfOp+XM+bTcOaOWM+fTrLcNbt3M2V+8kxsvmsHMmTPLLicLZTVMzImIZ9Pj54A5I9jHX0v6H6QeFxHxu3orSTobOBvgkEMOedly3+/ZyuR8Ws6cT8udM2o5cz4tZ8Pl09qvr9//+9XaNpRD0h2SHqnzdVL1elH0X2m1D8vFwBHAm4CZ1OltUbX/qyNiQUQsmD17dqu/xpgYGgrWvLCZe5/6DWte2MzQkLvsWKET+XT+bKSazaczZmXJ4Rxfy/8PVuFjqOUsx+NnJ1UudlnmUIrKcI6y68hF23pMRMSiRsskrZM0NyKelTQXeL7FfVd6W/xO0leBj46i1LbyfaqtTM6ftZszZraH/x+sVc6MWTkGBgY49dKbueqshUyfPr2Uu3EMbt/CkutWMKlvIl8/94SeH9JR1sUvlwGL0+PFwPda2Tg1ZiBJwMnAI2Na3RjyfaqtTM6ftZszZraH/x+sVc6MWYk0gSXXreD0y5bxJ5ffwq7Bzt+NY3L/NPr69+v4z81RWQ0TnwLeIekJYFGaRtICSddUVpJ0N3AjcIKkZyS9My26XtLDwMPAAcAnO1p9C3yfaiuT82ft5oyZ7eH/B2uVM2NWrsn90+ibOo1J/eXdEacyrGT9+vU9PayjlItfRsR64IQ681cCZ1VNH9tg++PbV93Yqtynuvqk4/tUW6c4f9ZuzpjZHv5/sFY5M2adV7m2Qy4Gt27mTy6/hf5ZB/X0sI6yekz0DN+n2srk/Fm7OWNme/j/wVrlzJh1TqVnwpo1azjriu+za1fnh240Mqn/FbuHdUQE69ev392DYmhoiA0bNoz73hRl3S60Z/g+1VYm58/azRkz28P/D9YqZ8ascwYGBjjjyuXs2LoZTZ5adjkNbdy4kbOu+D777H8gk/omcvlpb+C8pQ8AjOveFG6Y6ADfp9rK5PxZuzljZnv4/8Fa5cyYtUdlyMaMGTMo7plA6pEgdm7KZyhHPZOmTmNy/zQmTJrIxo0bR3WBzOqhK9XPRW7cMGFmZmZmZmZdo96b7cpQjYhAEhs3buSca+7iqrMWMmPGjK4cBjG4dTMf+drjTH/14Uzse+lb98rvCyCpYaNDpacI5N3jwg0TZmZmZmZm9hJ7+6S9mU/hW/2kvrqHA7D7TffMmTN3NzwMDAzs/n7+DQ8Ce95sDwwMcMonr2fXziH6Zx3E0OA2dg0NseS6FUycNIFPvGveKJ+RclTuGFLd8AJFg8OffuHW3UM+rj3n+N3PE+x53oDd164YGBhg+vTpbNy4EXhpo05t75LKz6w3v96y0fbMcMOEmZmZmZmZvcTAwACnffa7AFx55nG7Gwwqy8798o/qLmtlndr1z7riVq758LsBWPzZG5nQN4WvnvcfmTFjxu79DW7bzPYtm9j/4HlM6pu4+81wvTtt7Ny6hclTpzG4bQsf/uJt7H/wPIYGt7Fz6xYAdkzdtHu6mcft3mZSXzF0Y+e2TeyYPPVl633wM/fTP/1Ahga3sX3LJvr22XOh3LVr13LxTQ8xuG0zu3YNveR5G9z6W3Zs3cwfX/44n198LBff9NBL/i7Vz33t37ne/HrLqv/eSz96css9M9SNXVpGStILwM9L+NEHAL8p4ee2qlvqhPxr/U1EnNjKBg3ymePvmWNN4Lpa1VJG23D8zPV5aUa31t5NdY/VMbSduun5dK1jqxvyCfk/l65vdBrV1y35bCT3570R1928uhntqYaJskhaGRELyq5jON1SJ3RXraOR4++ZY03gurpNNz8v3Vp7t9adq256Pl1rb8r9uXR9o5N7fSPVrb+X6x69CWUXYGZmZmZmZma9yw0TZmZmZmZmZlYaN0x0xtVlF9CkbqkTuqvW0cjx98yxJnBd3aabn5durb1b685VNz2frrU35f5cur7Ryb2+kerW38t1j5KvMWFmZmZmZmZmpXGPCTMzMzMzMzMrjRsmzMzMzMzMzKw0bphoA0kzJd0u6Yn0fUaD9W6TtFHSLR2u70RJ/yLpSUkX1Vm+j6Qb0vKfSDq0k/XV1DJcrW+T9ICknZJOKaPGsdJMrYr6OQAADLJJREFUbiTNl3SvpEclrZZ0ag51pfU6kudc89tLWR2J3HI0nFxz1gxnsT26IcPdkltntD1yzWjuucw9j03Ud4Gkx9LrwuWSXtPpGkcj19w2knueG8k95+CGiXa5CFgeEYcDy9N0PZcCH+xYVYCkicAXgHcBRwKnSzqyZrUzgYGI+H3g88CnO1ljRZO1/gL4EPCNzlbXFs3kZitwRkQcBZwI/I2k6RnUBR3Ic6757cGsjkQ2ORpOrjlrhrPYVllnuFty64y2VXYZzT2XueexyfoeBBZExOuAbwOf6WyVo5ZdbhvJPc+N5J7zCjdMtMdJwLXp8bXAyfVWiojlwKZOFZW8GXgyItZExA5gKUW91arr/zZwgiR1sMaKYWuNiLURsRoYKqG+sTZsbiLiZxHxRHr8a+B5YHbZdaV6OpHnXPPba1kdiZxyNJxcc9YMZ7F9cs9wt+TWGW2fHDOaey5zz2Mz9f0wIramyR8Dr+pwjaOVY24byT3PjeSec8ANE+0yJyKeTY+fA+aUWUyNVwK/rJp+Js2ru05E7AReBGZ1pLoGdST1ah1PWsqNpDcDk4GncqqrzXLNb69ldSRyytFwcs1ZM5zF9sk9w92SW2e0fXLMaO65zD2PrdZ3JvAPba1o7OWY20Zyz3MjueccgEllF9CtJN0BHFRn0SXVExERknxPVgPGLjeS5gLXAYsjYtQtm86zjQXnyLqdM2y5c0atEUkfABYAx5VdSy3n1prhhokRiohFjZZJWidpbkQ8m95APt/B0obzK+DVVdOvSvPqrfOMpEnA/sD6zpRXt46KerV2lbHIjaT9gO8Dl0TEj3Opq0Nyze+4y+pIdFGOhpNrzprhLI5Cl2e4W3LrjI5CF2Y091zmnsem6pO0iOJN/nER8bsO1da0LsxtI7nnuZHccw54KEe7LAMWp8eLge+VWEutFcDhkn5P0mTgNIp6q1XXfwpwZ0SU0XrZTK3jybC5Sc/DzcDXI+LbudTVQbnmt9eyOhI55Wg4ueasGc5i++Se4W7JrTPaPjlmNPdc5p7HYeuT9IfAF4H3RETOb+obyTG3jeSe50Zyz3khIvw1xl8U44iWA08AdwAz0/wFwDVV690NvABsoxjr884O1fdu4GcU1ya4JM37BMUBDWAKcCPwJHAfcFiJz+Vwtb4pPXdbKFojHy3779/O3AAfAAaBVVVf88uuK013JM+55reXsjoectStORuj2ns6i6N4XrPPcLfk1hntrYzmnsvc89hEfXcA69jzunBZ2Vls8ffLMrej+HtkcZwdQd2lH3eVCjEzMzMzMzMz6zgP5TAzMzMzMzOz0rhhwszMzMzMzMxK44YJMzMzMzMzMyuNGybMzMzMzMzMrDRumDAzMzMzMzOz0rhhogtJ2iVplaSHJD0g6Zia5edL2i5p/5r575K0UtJjkh6U9Lk6+/6QpBfS/h+X9JEm6vmL0f9W1gskHSRpqaSnJN0v6VZJ/6rOepWMPyLp7yVNH2a/J0s6sn2V23glaY6kb0hakzJ5r6T3pmX9kq6X9HDK4j9L2rfOPtamdVZL+pGk1wzzMxfWHrfNaknaLOlQSdvS8fAxSVdJmpDmh6RPVq1/gKRBSVfU2ZfP7TbmUgb/b9X0pJSzW9L0HEm3pNerj0m6tcF+fM63UZP0eUnnV03/QNI1VdOfk3RBzXG18jU5reP3SiVyw0R32hYR8yPi9cDFwP+uWX46sAL4T5UZko4GrgA+EBFHUtwb+MkG+78hIuYDbwUukfTqYepp+Z9N0qRWt7HuJknAzcBdETEvIt5Ikd85dVavZPxoYAOwZJjdnwy09CLFGbSUye8C/xQRh6VMnga8Kq1yHrAuIl6bsngmMNhgd2+PiNcBdwF/OcyPXgi01DDhvPa0p9I5+XUUx7mT0/yngX9ftd4fAY/uZT8+t9tY2wIcLWlqmn4H8Kuq5Z8Abo+I16fXnhc12I/P+TYW/h/p3CppAnAAcFTV8mOAe9Ljp1LmKl87/F6pfG6Y6H77AQOVCUnzgH0pXhifXrXefwP+OiIeB4iIXRFx5d52HBHrKf4h56Z9f0DSfamF8IuSJkr6FDA1zbs+tUI+UlXPRyV9PD2+S9LfSFoJnJemP532+TNJx47B82H5ejswGBFXVWZExEMRcfcw290LvBKKfEu6LX2yfbekI9Inz+8BLk05nJeytSBtc4CktenxhyQtk3QnsDxNfyft8wlJn2nD7235Oh7YUZPJn0fE36bJuVS9yI6If4mI3w2zz+q8zpZ0k6QV6eutkg4FzgE+kvJ6rKSvSTqlsgNJm9P3hSnny4DH0vRdkr6dPqW5PjWuWA+IiJ0UL6p/P83aCvy0cqwDTgW+1cR+fG63sXQrexrITge+WbVsLvBMZSIiVjexP5/zbaTuAd6SHh8FPAJskjRD0j7AHwAP7GV7v1cqmRsmulMl3I8D1wD/q2rZacBS4G7gX0uqfBp9NHB/Kz9E0iHAFGC1pD+geNHz1tRCuAt4f0RcxJ6W7vc3sdvJEbEgIipdoyZFxJuB84H/2Up91nVGksGJwAnAsjTrauDP0ifbHwX+LiLuScs/lnL41DC7fQNwSkQcl6bnU2T7tcCpGr7V28aPo9j7i5SvABeqGN7xSUmHN7HPEyl6YQBcDnw+It4E/GfgmohYC1yV5s9vomHuDcB5EVEZ8vSHFMfLI4HDKD6tsR4gqZ/iePhw1eylwGnpuLUL+HUT+/G53cZSJYNTKHr1/KRq2ReAL0v6oaRLJB28tx35nG+jERG/BnamY9wxFI1cP6ForFgAPBwRO9Lq87RnGMcX0jy/VypZz3URGSe2pcAj6S3A1yUdHRFB0Vr93ogYknQTRdfOl403Hcapkt4GHAF8OCK2SzoBeCOwIn1ANxV4fgS131Az/Z30/X7g0BHsz8anqZJWUXxq8lPgdhVj+48Bbqz6kHifEez79ojYUDW9PCJeBJD0GPAa4Jcjrty6Vnpx8m8pelG8KSJWSToM+HfAIorj31si4qd1Nv+hpJnAZuC/p3mLgCOr8rqf6lyjYhj3RcTTNdPPpHpXURw3/7nFfVp3mZf+1gF8LyL+IfW8AbiN4sOJdbz8/FrL53YbcxGxOuXxdIreE9XLfpCOoScC7wIeTK9XX6jZjc/5NlbuocjNMcBlFJk6BniRYqhHRWWI3Ej5eNoGbpjochFxr6QDgNmpd8ThFAd0gMkUY1CvoBh3+kbgoSZ2e0NEfDh1i/tHFd2IBVwbERcPs+1OXtoTZ0rN8i0105Vu0btwHse7R4FThl2rsC0i5qdPCH9AMd70a8DGJk8k1TlsNoPgHPaaRyl6MgAQEUvS8XRl1bzNFC8KviNpCHg3xQvnWm8HNgLXA38FXECRwX8TEdurV9TLR1/szquKcbGTq5Y5r9bwBXQaF30/8F8petG8Zy/78bnd2mUZ8FmK6+fMql6QGgW+AXxDxUUx3wbcVLO9z/k2VirXmXgtxVCOX1IcH38LfHWYbf1eqWQeytHlJB0BTATWU7RWfzwiDk1fBwMHq7hC/KXAXyjdAUHFVb3P2du+I2IlcB3FBeCWA6dIOjBtP1N7rjw/KKkvPV4HHChpVhrP9R/G9Be2bnYnsI+ksyszJL1ub+PlImIr8OcUJ5WtwNOS/ihtK0mvT6tuAqZVbbqW4uQCzTeGWO+5E5gi6dyqef2VByquCTEjPZ5M8cbv5412lq4BcD5wRuo98Y/An1Xtr/ICe295fQ/Qh1nzPgdcWPOpcEM+t1sbfAX4q4ioHmaEpONTYwOSpgHzgF802onP+TYG7qE4Pm1I14jYAEynGM5xz1639Hul0rlhojtVrjGxiqK7z+KI2EVxfYmba9a9GTgtXXDofOCbkn5K0Yp4WBM/69PAH1O0OP4lRavgauB20oVeKMYArpZ0fUQMUlyF+b60zuOj+D1tHElDjd4LLFJxu9BHKe4o89ww2z0IrKZoeHs/cKakhyhatk9Kqy0FPqbi1k7zKD65OVfSgxRXZTZ7mZTJk4HjJD0t6T7gWuDCtMo84EeSHgYepOhJUftJX+0+n6W4+NsSihfYC1TcRvQxioteAvw98N50HD8W+FKq4SGKF0+1n5ZYj1FxNfbhLrQKQEQ8GhHXtvgjfG63MRMRz0TE/6mz6I3AypSteymus7NimH35nG+j8TBFBn5cM+/FiPjN3jb0e6XyqXhdZmZmZmY5SJ8Mfyld8MzMzGzcc48JMzMzs0ykrsPfpPjkzczMrCe4x4SZmZmZmZmZlcY9JszMzMzMzMysNG6YMDMzMzMzM7PSuGHCzMzMzMzMzErjhgkzMzMzMzMzK40bJszMzMzMzMysNP8fsnF/nwYWLcYAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1080x1080 with 42 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JnA5Hz4PI6Ma",
        "outputId": "2be4284b-7fb5-4909-f23f-22231b9d3c2d"
      },
      "source": [
        "returns.idxmin()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "BAC Return   2020-03-16\n",
              "C Return     2020-03-16\n",
              "GS Return    2020-03-16\n",
              "JPM Return   2020-03-16\n",
              "MS Return    2020-03-16\n",
              "WFC Return   2020-03-12\n",
              "dtype: datetime64[ns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jioBiekaJljs",
        "outputId": "c1774830-bdb3-4108-b2ed-4aa6680de2fb"
      },
      "source": [
        "returns.idxmax()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "BAC Return   2020-03-13\n",
              "C Return     2020-03-13\n",
              "GS Return    2020-03-13\n",
              "JPM Return   2020-03-13\n",
              "MS Return    2020-03-13\n",
              "WFC Return   2020-03-24\n",
              "dtype: datetime64[ns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ryWhNo6OJzAt",
        "outputId": "e1e17a8a-c3c7-4b96-e667-76dbbb13cac4"
      },
      "source": [
        "returns.std()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "BAC Return    0.021463\n",
              "C Return      0.023261\n",
              "GS Return     0.019893\n",
              "JPM Return    0.018962\n",
              "MS Return     0.021452\n",
              "WFC Return    0.021567\n",
              "dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 350
        },
        "id": "JbJDmbdhKFzK",
        "outputId": "f000956e-ae7c-4eb7-e842-dfffe8fef73d"
      },
      "source": [
        "sns.distplot(returns.loc['2017-01-01':]['MS Return'], color = 'green', bins = 100)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0bdb430890>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 350
        },
        "id": "4lolHbNOKkbI",
        "outputId": "fe5d4476-3ea4-4ca3-942a-e29ce6c440b6"
      },
      "source": [
        "sns.distplot(returns.loc['2017-01-01':]['WFC Return'], color = 'green', bins = 100)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0bd912b7d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "CAaroLQjK7Bk",
        "outputId": "f6f67fc6-9968-4075-beb7-e49b31eaa19f"
      },
      "source": [
        "sns.heatmap(bank_stocks.xs(key='Close', axis=1, level='Stock Info').corr(), annot=True)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0bd8f2cad0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "04UzusfSLjGZ",
        "outputId": "e0ef47a4-3ed1-4856-f371-c8b4ee582584"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "sns.set_style('whitegrid')\n",
        "\n",
        "import plotly\n",
        "import cufflinks as cf\n",
        "cf.go_offline()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "        <script type=\"text/javascript\">\n",
              "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
              "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
              "        if (typeof require !== 'undefined') {\n",
              "        require.undef(\"plotly\");\n",
              "        requirejs.config({\n",
              "            paths: {\n",
              "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
              "            }\n",
              "        });\n",
              "        require(['plotly'], function(Plotly) {\n",
              "            window._Plotly = Plotly;\n",
              "        });\n",
              "        }\n",
              "        </script>\n",
              "        "
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "id": "1qytZzNTMJGH",
        "outputId": "2019c081-2b22-4624-be0a-22cd2e98abf6"
      },
      "source": [
        "for ticker in tickers:\n",
        "  bank_stocks[ticker]['Close'].plot(figsize=(12,4), label = ticker)\n",
        "plt.legend()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f0bd57edfd0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "id": "vt1eY8gSMiyi",
        "outputId": "ce333e29-5027-4600-ddb1-4a66b8dea5a0"
      },
      "source": [
        "plt.figure(figsize=(12,4))\n",
        "BAC['Close'].plot(label = 'Close')\n",
        "BAC['Close'].rolling(window=50).mean().plot(label = '50 Day Moving Average')\n",
        "BAC['Close'].rolling(window=200).mean().plot(label = '200 Day Moving Average')\n",
        "plt.legend()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f0bd561c0d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ll3ukHhKNbVE",
        "outputId": "37478ee5-2c4f-4609-b154-8c8f6236e6dd"
      },
      "source": [
        "# Gamestop\n",
        "GME = data.get_data_yahoo(\"GME\", start, end)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[*********************100%***********************]  1 of 1 downloaded\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 294
        },
        "id": "C9WmUaAmN9F1",
        "outputId": "58e5252e-5268-411e-9895-fb2b37ccb959"
      },
      "source": [
        "plt.figure(figsize=(12,4))\n",
        "GME['Close'].loc[:'2020-12-31'].plot(label = 'Close')\n",
        "GME['Close'].loc[:'2020-12-31'].rolling(window=50).mean().plot(label = '50 Day Moving Average')\n",
        "GME['Close'].loc[:'2020-12-31'].rolling(window=200).mean().plot(label = '200 Day Moving Average')\n",
        "plt.legend()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f0bd51f4790>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 747
        },
        "id": "L2z6o_CPOBxa",
        "outputId": "39b6fe88-63f0-418b-e9cd-f1174c06767d"
      },
      "source": [
        "sns.clustermap(bank_stocks.xs(key='Close', axis = 1, level = 'Stock Info').corr(), annot = True)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.matrix.ClusterGrid at 0x7f0bd5a57390>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bQFC5SBXQDpW"
      },
      "source": [
        "import plotly"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "7yYkzhbrOluO",
        "outputId": "8908d14c-ac24-4685-a5dc-7b14411d0c4e"
      },
      "source": [
        "GS[['Open', 'High', 'Low', 'Close']].loc['2020-06-15':].iplot(kind = 'candle')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "        \n",
              "        \n",
              "            <div id=\"9f7be75c-2d6e-4f05-abd4-757f28152f00\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                require([\"plotly\"], function(Plotly) {\n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    window.PLOTLYENV.BASE_URL='https://plot.ly';\n",
              "                    \n",
              "                if (document.getElementById(\"9f7be75c-2d6e-4f05-abd4-757f28152f00\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        '9f7be75c-2d6e-4f05-abd4-757f28152f00',\n",
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              "      <th></th>\n",
              "      <th>Open</th>\n",
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              "    <tr>\n",
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              "      <th>2021-06-09</th>\n",
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              "      <th>2021-06-10</th>\n",
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              "                  Open        High         Low       Close\n",
              "Date                                                      \n",
              "2020-06-15  195.729996  206.990005  195.149994  206.309998\n",
              "2020-06-16  214.979996  214.979996  203.729996  209.589996\n",
              "2020-06-17  210.000000  210.789993  205.440002  206.190002\n",
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              "2020-06-19  207.050003  207.419998  200.970001  201.630005\n",
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              "2021-06-10  389.640015  389.640015  372.350006  373.940002\n",
              "2021-06-11  375.700012  378.750000  375.109985  378.049988\n",
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              "\n",
              "[253 rows x 4 columns]"
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